{
  "cells": [
    {
      "cell_type": "markdown",
      "id": "1iXBOY1AHNoa",
      "metadata": {
        "id": "1iXBOY1AHNoa"
      },
      "source": [
        "# **Viet Fact Check Base Line Model**"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "pB3tvmy1HSxu",
      "metadata": {
        "id": "pB3tvmy1HSxu"
      },
      "source": [
        "## **Prepare enviroment**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "id": "PZ2bsd0SFja1",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "PZ2bsd0SFja1",
        "outputId": "6a175b9b-ee6c-498b-cb01-d55ca2e79a9f"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "rm: cannot remove 'sample_data': No such file or directory\n"
          ]
        }
      ],
      "source": [
        "!rm -r sample_data"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "id": "dCH6KgJOfJYB",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 108
        },
        "id": "dCH6KgJOfJYB",
        "outputId": "b46d26b9-96ce-4673-8d84-3f1fa4dd8190"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Chọn file .env để upload\n"
          ]
        },
        {
          "data": {
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-e779ef8b-4095-4e5c-8e62-96aece956861\" name=\"files[]\" multiple disabled\n",
              "        style=\"border:none\" />\n",
              "     <output id=\"result-e779ef8b-4095-4e5c-8e62-96aece956861\">\n",
              "      Upload widget is only available when the cell has been executed in the\n",
              "      current browser session. Please rerun this cell to enable.\n",
              "      </output>\n",
              "      <script>// Copyright 2017 Google LLC\n",
              "//\n",
              "// Licensed under the Apache License, Version 2.0 (the \"License\");\n",
              "// you may not use this file except in compliance with the License.\n",
              "// You may obtain a copy of the License at\n",
              "//\n",
              "//      http://www.apache.org/licenses/LICENSE-2.0\n",
              "//\n",
              "// Unless required by applicable law or agreed to in writing, software\n",
              "// distributed under the License is distributed on an \"AS IS\" BASIS,\n",
              "// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
              "// See the License for the specific language governing permissions and\n",
              "// limitations under the License.\n",
              "\n",
              "/**\n",
              " * @fileoverview Helpers for google.colab Python module.\n",
              " */\n",
              "(function(scope) {\n",
              "function span(text, styleAttributes = {}) {\n",
              "  const element = document.createElement('span');\n",
              "  element.textContent = text;\n",
              "  for (const key of Object.keys(styleAttributes)) {\n",
              "    element.style[key] = styleAttributes[key];\n",
              "  }\n",
              "  return element;\n",
              "}\n",
              "\n",
              "// Max number of bytes which will be uploaded at a time.\n",
              "const MAX_PAYLOAD_SIZE = 100 * 1024;\n",
              "\n",
              "function _uploadFiles(inputId, outputId) {\n",
              "  const steps = uploadFilesStep(inputId, outputId);\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  // Cache steps on the outputElement to make it available for the next call\n",
              "  // to uploadFilesContinue from Python.\n",
              "  outputElement.steps = steps;\n",
              "\n",
              "  return _uploadFilesContinue(outputId);\n",
              "}\n",
              "\n",
              "// This is roughly an async generator (not supported in the browser yet),\n",
              "// where there are multiple asynchronous steps and the Python side is going\n",
              "// to poll for completion of each step.\n",
              "// This uses a Promise to block the python side on completion of each step,\n",
              "// then passes the result of the previous step as the input to the next step.\n",
              "function _uploadFilesContinue(outputId) {\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  const steps = outputElement.steps;\n",
              "\n",
              "  const next = steps.next(outputElement.lastPromiseValue);\n",
              "  return Promise.resolve(next.value.promise).then((value) => {\n",
              "    // Cache the last promise value to make it available to the next\n",
              "    // step of the generator.\n",
              "    outputElement.lastPromiseValue = value;\n",
              "    return next.value.response;\n",
              "  });\n",
              "}\n",
              "\n",
              "/**\n",
              " * Generator function which is called between each async step of the upload\n",
              " * process.\n",
              " * @param {string} inputId Element ID of the input file picker element.\n",
              " * @param {string} outputId Element ID of the output display.\n",
              " * @return {!Iterable<!Object>} Iterable of next steps.\n",
              " */\n",
              "function* uploadFilesStep(inputId, outputId) {\n",
              "  const inputElement = document.getElementById(inputId);\n",
              "  inputElement.disabled = false;\n",
              "\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  outputElement.innerHTML = '';\n",
              "\n",
              "  const pickedPromise = new Promise((resolve) => {\n",
              "    inputElement.addEventListener('change', (e) => {\n",
              "      resolve(e.target.files);\n",
              "    });\n",
              "  });\n",
              "\n",
              "  const cancel = document.createElement('button');\n",
              "  inputElement.parentElement.appendChild(cancel);\n",
              "  cancel.textContent = 'Cancel upload';\n",
              "  const cancelPromise = new Promise((resolve) => {\n",
              "    cancel.onclick = () => {\n",
              "      resolve(null);\n",
              "    };\n",
              "  });\n",
              "\n",
              "  // Wait for the user to pick the files.\n",
              "  const files = yield {\n",
              "    promise: Promise.race([pickedPromise, cancelPromise]),\n",
              "    response: {\n",
              "      action: 'starting',\n",
              "    }\n",
              "  };\n",
              "\n",
              "  cancel.remove();\n",
              "\n",
              "  // Disable the input element since further picks are not allowed.\n",
              "  inputElement.disabled = true;\n",
              "\n",
              "  if (!files) {\n",
              "    return {\n",
              "      response: {\n",
              "        action: 'complete',\n",
              "      }\n",
              "    };\n",
              "  }\n",
              "\n",
              "  for (const file of files) {\n",
              "    const li = document.createElement('li');\n",
              "    li.append(span(file.name, {fontWeight: 'bold'}));\n",
              "    li.append(span(\n",
              "        `(${file.type || 'n/a'}) - ${file.size} bytes, ` +\n",
              "        `last modified: ${\n",
              "            file.lastModifiedDate ? file.lastModifiedDate.toLocaleDateString() :\n",
              "                                    'n/a'} - `));\n",
              "    const percent = span('0% done');\n",
              "    li.appendChild(percent);\n",
              "\n",
              "    outputElement.appendChild(li);\n",
              "\n",
              "    const fileDataPromise = new Promise((resolve) => {\n",
              "      const reader = new FileReader();\n",
              "      reader.onload = (e) => {\n",
              "        resolve(e.target.result);\n",
              "      };\n",
              "      reader.readAsArrayBuffer(file);\n",
              "    });\n",
              "    // Wait for the data to be ready.\n",
              "    let fileData = yield {\n",
              "      promise: fileDataPromise,\n",
              "      response: {\n",
              "        action: 'continue',\n",
              "      }\n",
              "    };\n",
              "\n",
              "    // Use a chunked sending to avoid message size limits. See b/62115660.\n",
              "    let position = 0;\n",
              "    do {\n",
              "      const length = Math.min(fileData.byteLength - position, MAX_PAYLOAD_SIZE);\n",
              "      const chunk = new Uint8Array(fileData, position, length);\n",
              "      position += length;\n",
              "\n",
              "      const base64 = btoa(String.fromCharCode.apply(null, chunk));\n",
              "      yield {\n",
              "        response: {\n",
              "          action: 'append',\n",
              "          file: file.name,\n",
              "          data: base64,\n",
              "        },\n",
              "      };\n",
              "\n",
              "      let percentDone = fileData.byteLength === 0 ?\n",
              "          100 :\n",
              "          Math.round((position / fileData.byteLength) * 100);\n",
              "      percent.textContent = `${percentDone}% done`;\n",
              "\n",
              "    } while (position < fileData.byteLength);\n",
              "  }\n",
              "\n",
              "  // All done.\n",
              "  yield {\n",
              "    response: {\n",
              "      action: 'complete',\n",
              "    }\n",
              "  };\n",
              "}\n",
              "\n",
              "scope.google = scope.google || {};\n",
              "scope.google.colab = scope.google.colab || {};\n",
              "scope.google.colab._files = {\n",
              "  _uploadFiles,\n",
              "  _uploadFilesContinue,\n",
              "};\n",
              "})(self);\n",
              "</script> "
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Saving .env to .env (1)\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "execution_count": 2,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Dùng để tải file env. và file requirements. txt chạy trên colab\n",
        "# !pip freeze > requirements.txt # sinh file requirements.txt\n",
        "from google.colab import files\n",
        "from dotenv import load_dotenv\n",
        "\n",
        "print(\"Chọn file .env để upload\")\n",
        "uploaded = files.upload()  # chọn file .env từ máy\n",
        "load_dotenv(\".env\") # load biến môi trường từ file .env"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "id": "k4ljzB-xIcUF",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 212
        },
        "id": "k4ljzB-xIcUF",
        "outputId": "d827bdcd-e42f-411c-8ced-58d769714cf0"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Choose file requirements.txt to upload\n"
          ]
        },
        {
          "data": {
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-a5e30911-19d3-42f3-81a7-3ad0c5cce241\" name=\"files[]\" multiple disabled\n",
              "        style=\"border:none\" />\n",
              "     <output id=\"result-a5e30911-19d3-42f3-81a7-3ad0c5cce241\">\n",
              "      Upload widget is only available when the cell has been executed in the\n",
              "      current browser session. Please rerun this cell to enable.\n",
              "      </output>\n",
              "      <script>// Copyright 2017 Google LLC\n",
              "//\n",
              "// Licensed under the Apache License, Version 2.0 (the \"License\");\n",
              "// you may not use this file except in compliance with the License.\n",
              "// You may obtain a copy of the License at\n",
              "//\n",
              "//      http://www.apache.org/licenses/LICENSE-2.0\n",
              "//\n",
              "// Unless required by applicable law or agreed to in writing, software\n",
              "// distributed under the License is distributed on an \"AS IS\" BASIS,\n",
              "// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
              "// See the License for the specific language governing permissions and\n",
              "// limitations under the License.\n",
              "\n",
              "/**\n",
              " * @fileoverview Helpers for google.colab Python module.\n",
              " */\n",
              "(function(scope) {\n",
              "function span(text, styleAttributes = {}) {\n",
              "  const element = document.createElement('span');\n",
              "  element.textContent = text;\n",
              "  for (const key of Object.keys(styleAttributes)) {\n",
              "    element.style[key] = styleAttributes[key];\n",
              "  }\n",
              "  return element;\n",
              "}\n",
              "\n",
              "// Max number of bytes which will be uploaded at a time.\n",
              "const MAX_PAYLOAD_SIZE = 100 * 1024;\n",
              "\n",
              "function _uploadFiles(inputId, outputId) {\n",
              "  const steps = uploadFilesStep(inputId, outputId);\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  // Cache steps on the outputElement to make it available for the next call\n",
              "  // to uploadFilesContinue from Python.\n",
              "  outputElement.steps = steps;\n",
              "\n",
              "  return _uploadFilesContinue(outputId);\n",
              "}\n",
              "\n",
              "// This is roughly an async generator (not supported in the browser yet),\n",
              "// where there are multiple asynchronous steps and the Python side is going\n",
              "// to poll for completion of each step.\n",
              "// This uses a Promise to block the python side on completion of each step,\n",
              "// then passes the result of the previous step as the input to the next step.\n",
              "function _uploadFilesContinue(outputId) {\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  const steps = outputElement.steps;\n",
              "\n",
              "  const next = steps.next(outputElement.lastPromiseValue);\n",
              "  return Promise.resolve(next.value.promise).then((value) => {\n",
              "    // Cache the last promise value to make it available to the next\n",
              "    // step of the generator.\n",
              "    outputElement.lastPromiseValue = value;\n",
              "    return next.value.response;\n",
              "  });\n",
              "}\n",
              "\n",
              "/**\n",
              " * Generator function which is called between each async step of the upload\n",
              " * process.\n",
              " * @param {string} inputId Element ID of the input file picker element.\n",
              " * @param {string} outputId Element ID of the output display.\n",
              " * @return {!Iterable<!Object>} Iterable of next steps.\n",
              " */\n",
              "function* uploadFilesStep(inputId, outputId) {\n",
              "  const inputElement = document.getElementById(inputId);\n",
              "  inputElement.disabled = false;\n",
              "\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  outputElement.innerHTML = '';\n",
              "\n",
              "  const pickedPromise = new Promise((resolve) => {\n",
              "    inputElement.addEventListener('change', (e) => {\n",
              "      resolve(e.target.files);\n",
              "    });\n",
              "  });\n",
              "\n",
              "  const cancel = document.createElement('button');\n",
              "  inputElement.parentElement.appendChild(cancel);\n",
              "  cancel.textContent = 'Cancel upload';\n",
              "  const cancelPromise = new Promise((resolve) => {\n",
              "    cancel.onclick = () => {\n",
              "      resolve(null);\n",
              "    };\n",
              "  });\n",
              "\n",
              "  // Wait for the user to pick the files.\n",
              "  const files = yield {\n",
              "    promise: Promise.race([pickedPromise, cancelPromise]),\n",
              "    response: {\n",
              "      action: 'starting',\n",
              "    }\n",
              "  };\n",
              "\n",
              "  cancel.remove();\n",
              "\n",
              "  // Disable the input element since further picks are not allowed.\n",
              "  inputElement.disabled = true;\n",
              "\n",
              "  if (!files) {\n",
              "    return {\n",
              "      response: {\n",
              "        action: 'complete',\n",
              "      }\n",
              "    };\n",
              "  }\n",
              "\n",
              "  for (const file of files) {\n",
              "    const li = document.createElement('li');\n",
              "    li.append(span(file.name, {fontWeight: 'bold'}));\n",
              "    li.append(span(\n",
              "        `(${file.type || 'n/a'}) - ${file.size} bytes, ` +\n",
              "        `last modified: ${\n",
              "            file.lastModifiedDate ? file.lastModifiedDate.toLocaleDateString() :\n",
              "                                    'n/a'} - `));\n",
              "    const percent = span('0% done');\n",
              "    li.appendChild(percent);\n",
              "\n",
              "    outputElement.appendChild(li);\n",
              "\n",
              "    const fileDataPromise = new Promise((resolve) => {\n",
              "      const reader = new FileReader();\n",
              "      reader.onload = (e) => {\n",
              "        resolve(e.target.result);\n",
              "      };\n",
              "      reader.readAsArrayBuffer(file);\n",
              "    });\n",
              "    // Wait for the data to be ready.\n",
              "    let fileData = yield {\n",
              "      promise: fileDataPromise,\n",
              "      response: {\n",
              "        action: 'continue',\n",
              "      }\n",
              "    };\n",
              "\n",
              "    // Use a chunked sending to avoid message size limits. See b/62115660.\n",
              "    let position = 0;\n",
              "    do {\n",
              "      const length = Math.min(fileData.byteLength - position, MAX_PAYLOAD_SIZE);\n",
              "      const chunk = new Uint8Array(fileData, position, length);\n",
              "      position += length;\n",
              "\n",
              "      const base64 = btoa(String.fromCharCode.apply(null, chunk));\n",
              "      yield {\n",
              "        response: {\n",
              "          action: 'append',\n",
              "          file: file.name,\n",
              "          data: base64,\n",
              "        },\n",
              "      };\n",
              "\n",
              "      let percentDone = fileData.byteLength === 0 ?\n",
              "          100 :\n",
              "          Math.round((position / fileData.byteLength) * 100);\n",
              "      percent.textContent = `${percentDone}% done`;\n",
              "\n",
              "    } while (position < fileData.byteLength);\n",
              "  }\n",
              "\n",
              "  // All done.\n",
              "  yield {\n",
              "    response: {\n",
              "      action: 'complete',\n",
              "    }\n",
              "  };\n",
              "}\n",
              "\n",
              "scope.google = scope.google || {};\n",
              "scope.google.colab = scope.google.colab || {};\n",
              "scope.google.colab._files = {\n",
              "  _uploadFiles,\n",
              "  _uploadFilesContinue,\n",
              "};\n",
              "})(self);\n",
              "</script> "
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "WARNING:dotenv.main:python-dotenv could not parse statement starting at line 76\n",
            "WARNING:dotenv.main:python-dotenv could not parse statement starting at line 116\n",
            "WARNING:dotenv.main:python-dotenv could not parse statement starting at line 280\n",
            "WARNING:dotenv.main:python-dotenv could not parse statement starting at line 307\n",
            "WARNING:dotenv.main:python-dotenv could not parse statement starting at line 387\n",
            "WARNING:dotenv.main:python-dotenv could not parse statement starting at line 481\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Saving requirements.txt to requirements (1).txt\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "execution_count": 3,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "print(\"Choose file requirements.txt to upload\")\n",
        "uploaded = files.upload()  # chọn file requirements.txt từ máy\n",
        "load_dotenv(\"requirements.txt\") # load danh sách thư viện từ file requirements.txt"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "id": "jj26pnaLrCwf",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jj26pnaLrCwf",
        "outputId": "0da12843-a9eb-4429-f0dd-b806d7994b8d"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Collecting cudf-cu12@ https://pypi.nvidia.com/cudf-cu12/cudf_cu12-25.6.0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl (from -r requirements.txt (line 76))\n",
            "  Downloading https://pypi.nvidia.com/cudf-cu12/cudf_cu12-25.6.0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl (1.9 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.9/1.9 MB\u001b[0m \u001b[31m23.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting en_core_web_sm@ https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-3.8.0/en_core_web_sm-3.8.0-py3-none-any.whl#sha256=1932429db727d4bff3deed6b34cfc05df17794f4a52eeb26cf8928f7c1a0fb85 (from -r requirements.txt (line 116))\n",
            "  Downloading https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-3.8.0/en_core_web_sm-3.8.0-py3-none-any.whl (12.8 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m12.8/12.8 MB\u001b[0m \u001b[31m22.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting jupyter_kernel_gateway@ git+https://github.com/googlecolab/kernel_gateway@b134e9945df25c2dcb98ade9129399be10788671 (from -r requirements.txt (line 280))\n",
            "  Cloning https://github.com/googlecolab/kernel_gateway (to revision b134e9945df25c2dcb98ade9129399be10788671) to /tmp/pip-install-eztzkrrv/jupyter-kernel-gateway_8522d90d33c644a4819c52340dbf891f\n",
            "  Running command git clone --filter=blob:none --quiet https://github.com/googlecolab/kernel_gateway /tmp/pip-install-eztzkrrv/jupyter-kernel-gateway_8522d90d33c644a4819c52340dbf891f\n",
            "  Running command git rev-parse -q --verify 'sha^b134e9945df25c2dcb98ade9129399be10788671'\n",
            "  Running command git fetch -q https://github.com/googlecolab/kernel_gateway b134e9945df25c2dcb98ade9129399be10788671\n",
            "  Running command git checkout -q b134e9945df25c2dcb98ade9129399be10788671\n",
            "  Resolved https://github.com/googlecolab/kernel_gateway to commit b134e9945df25c2dcb98ade9129399be10788671\n",
            "  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "Collecting libcudf-cu12@ https://pypi.nvidia.com/libcudf-cu12/libcudf_cu12-25.6.0-py3-none-manylinux_2_28_x86_64.whl (from -r requirements.txt (line 307))\n",
            "  Downloading https://pypi.nvidia.com/libcudf-cu12/libcudf_cu12-25.6.0-py3-none-manylinux_2_28_x86_64.whl (589.5 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m589.5/589.5 MB\u001b[0m \u001b[31m35.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting nx-cugraph-cu12@ https://pypi.nvidia.com/nx-cugraph-cu12/nx_cugraph_cu12-25.6.0-py3-none-any.whl (from -r requirements.txt (line 387))\n",
            "  Downloading https://pypi.nvidia.com/nx-cugraph-cu12/nx_cugraph_cu12-25.6.0-py3-none-any.whl (173 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m173.5/173.5 kB\u001b[0m \u001b[31m152.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting pylibcudf-cu12@ https://pypi.nvidia.com/pylibcudf-cu12/pylibcudf_cu12-25.6.0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl (from -r requirements.txt (line 481))\n",
            "  Downloading https://pypi.nvidia.com/pylibcudf-cu12/pylibcudf_cu12-25.6.0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl (28.6 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m28.6/28.6 MB\u001b[0m \u001b[31m148.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: absl-py==1.4.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 1)) (1.4.0)\n",
            "Requirement already satisfied: absolufy-imports==0.3.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 2)) (0.3.1)\n",
            "Requirement already satisfied: accelerate==1.10.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 3)) (1.10.1)\n",
            "Requirement already satisfied: aiofiles==24.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 4)) (24.1.0)\n",
            "Requirement already satisfied: aiohappyeyeballs==2.6.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 5)) (2.6.1)\n",
            "Requirement already satisfied: aiohttp==3.12.15 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 6)) (3.12.15)\n",
            "Requirement already satisfied: aiosignal==1.4.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 7)) (1.4.0)\n",
            "Requirement already satisfied: alabaster==1.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 8)) (1.0.0)\n",
            "Requirement already satisfied: albucore==0.0.24 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 9)) (0.0.24)\n",
            "Requirement already satisfied: albumentations==2.0.8 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 10)) (2.0.8)\n",
            "Requirement already satisfied: ale-py==0.11.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 11)) (0.11.2)\n",
            "Requirement already satisfied: alembic==1.16.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 12)) (1.16.5)\n",
            "Requirement already satisfied: altair==5.5.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 13)) (5.5.0)\n",
            "Requirement already satisfied: annotated-types==0.7.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 14)) (0.7.0)\n",
            "Requirement already satisfied: antlr4-python3-runtime==4.9.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 15)) (4.9.3)\n",
            "Requirement already satisfied: anyio==4.11.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 16)) (4.11.0)\n",
            "Requirement already satisfied: anywidget==0.9.18 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 17)) (0.9.18)\n",
            "Requirement already satisfied: argon2-cffi==25.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 18)) (25.1.0)\n",
            "Requirement already satisfied: argon2-cffi-bindings==25.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 19)) (25.1.0)\n",
            "Requirement already satisfied: array_record==0.8.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 20)) (0.8.1)\n",
            "Requirement already satisfied: arrow==1.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 21)) (1.3.0)\n",
            "Requirement already satisfied: arviz==0.22.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 22)) (0.22.0)\n",
            "Requirement already satisfied: astropy==7.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 23)) (7.1.0)\n",
            "Requirement already satisfied: astropy-iers-data==0.2025.9.29.0.35.48 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 24)) (0.2025.9.29.0.35.48)\n",
            "Requirement already satisfied: astunparse==1.6.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 25)) (1.6.3)\n",
            "Requirement already satisfied: atpublic==5.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 26)) (5.1)\n",
            "Requirement already satisfied: attrs==25.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 27)) (25.3.0)\n",
            "Requirement already satisfied: audioread==3.0.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 28)) (3.0.1)\n",
            "Requirement already satisfied: Authlib==1.6.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 29)) (1.6.4)\n",
            "Requirement already satisfied: autograd==1.8.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 30)) (1.8.0)\n",
            "Requirement already satisfied: azure-ai-inference==1.0.0b9 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 31)) (1.0.0b9)\n",
            "Requirement already satisfied: azure-core==1.35.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 32)) (1.35.1)\n",
            "Requirement already satisfied: babel==2.17.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 33)) (2.17.0)\n",
            "Requirement already satisfied: backcall==0.2.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 34)) (0.2.0)\n",
            "Requirement already satisfied: beartype==0.21.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 35)) (0.21.0)\n",
            "Requirement already satisfied: beautifulsoup4==4.13.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 36)) (4.13.5)\n",
            "Requirement already satisfied: betterproto==2.0.0b6 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 37)) (2.0.0b6)\n",
            "Requirement already satisfied: bigframes==2.23.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 38)) (2.23.0)\n",
            "Requirement already satisfied: bigquery-magics==0.10.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 39)) (0.10.3)\n",
            "Requirement already satisfied: bleach==6.2.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 40)) (6.2.0)\n",
            "Requirement already satisfied: blinker==1.9.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 41)) (1.9.0)\n",
            "Requirement already satisfied: blis==1.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 42)) (1.3.0)\n",
            "Requirement already satisfied: blobfile==3.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 43)) (3.1.0)\n",
            "Requirement already satisfied: blosc2==3.9.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 44)) (3.9.1)\n",
            "Requirement already satisfied: bokeh==3.7.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 45)) (3.7.3)\n",
            "Requirement already satisfied: Bottleneck==1.4.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 46)) (1.4.2)\n",
            "Requirement already satisfied: bqplot==0.12.45 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 47)) (0.12.45)\n",
            "Requirement already satisfied: branca==0.8.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 48)) (0.8.1)\n",
            "Requirement already satisfied: Brotli==1.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 49)) (1.1.0)\n",
            "Requirement already satisfied: build==1.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 50)) (1.3.0)\n",
            "Requirement already satisfied: CacheControl==0.14.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 51)) (0.14.3)\n",
            "Requirement already satisfied: cachetools==5.5.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 52)) (5.5.2)\n",
            "Requirement already satisfied: catalogue==2.0.10 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 53)) (2.0.10)\n",
            "Requirement already satisfied: certifi==2025.8.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 54)) (2025.8.3)\n",
            "Requirement already satisfied: cffi==2.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 55)) (2.0.0)\n",
            "Requirement already satisfied: chardet==5.2.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 56)) (5.2.0)\n",
            "Requirement already satisfied: charset-normalizer==3.4.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 57)) (3.4.3)\n",
            "Requirement already satisfied: chex==0.1.90 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 58)) (0.1.90)\n",
            "Requirement already satisfied: clarabel==0.11.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 59)) (0.11.1)\n",
            "Requirement already satisfied: click==8.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 60)) (8.3.0)\n",
            "Requirement already satisfied: cloudpathlib==0.22.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 61)) (0.22.0)\n",
            "Requirement already satisfied: cloudpickle==3.1.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 62)) (3.1.1)\n",
            "Requirement already satisfied: cmake==3.31.6 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 63)) (3.31.6)\n",
            "Requirement already satisfied: cmdstanpy==1.2.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 64)) (1.2.5)\n",
            "Requirement already satisfied: colorcet==3.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 65)) (3.1.0)\n",
            "Requirement already satisfied: colorlover==0.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 66)) (0.3.0)\n",
            "Requirement already satisfied: colour==0.1.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 67)) (0.1.5)\n",
            "Requirement already satisfied: community==1.0.0b1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 68)) (1.0.0b1)\n",
            "Requirement already satisfied: confection==0.1.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 69)) (0.1.5)\n",
            "Requirement already satisfied: cons==0.4.7 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 70)) (0.4.7)\n",
            "Requirement already satisfied: contourpy==1.3.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 71)) (1.3.3)\n",
            "Requirement already satisfied: courlan==1.3.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 72)) (1.3.2)\n",
            "Requirement already satisfied: cramjam==2.11.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 73)) (2.11.0)\n",
            "Requirement already satisfied: cryptography==43.0.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 74)) (43.0.3)\n",
            "Requirement already satisfied: cuda-python==12.6.2.post1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 75)) (12.6.2.post1)\n",
            "Requirement already satisfied: cudf-polars-cu12==25.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 77)) (25.6.0)\n",
            "Requirement already satisfied: cufflinks==0.17.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 78)) (0.17.3)\n",
            "Requirement already satisfied: cuml-cu12==25.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 79)) (25.6.0)\n",
            "Requirement already satisfied: cupy-cuda12x==13.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 80)) (13.3.0)\n",
            "Requirement already satisfied: curl_cffi==0.13.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 81)) (0.13.0)\n",
            "Requirement already satisfied: cuvs-cu12==25.6.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 82)) (25.6.1)\n",
            "Requirement already satisfied: cvxopt==1.3.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 83)) (1.3.2)\n",
            "Requirement already satisfied: cvxpy==1.6.7 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 84)) (1.6.7)\n",
            "Requirement already satisfied: cycler==0.12.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 85)) (0.12.1)\n",
            "Requirement already satisfied: cyipopt==1.5.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 86)) (1.5.0)\n",
            "Requirement already satisfied: cymem==2.0.11 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 87)) (2.0.11)\n",
            "Requirement already satisfied: Cython==3.0.12 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 88)) (3.0.12)\n",
            "Requirement already satisfied: dask==2025.5.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 89)) (2025.5.0)\n",
            "Requirement already satisfied: dask-cuda==25.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 90)) (25.6.0)\n",
            "Requirement already satisfied: dask-cudf-cu12==25.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 91)) (25.6.0)\n",
            "Requirement already satisfied: dataproc-spark-connect==0.8.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 92)) (0.8.3)\n",
            "Requirement already satisfied: datasets==4.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 93)) (4.0.0)\n",
            "Requirement already satisfied: dateparser==1.2.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 94)) (1.2.2)\n",
            "Requirement already satisfied: db-dtypes==1.4.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 95)) (1.4.3)\n",
            "Requirement already satisfied: dbus-python==1.2.18 in /usr/lib/python3/dist-packages (from -r requirements.txt (line 96)) (1.2.18)\n",
            "Requirement already satisfied: debugpy==1.8.15 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 97)) (1.8.15)\n",
            "Requirement already satisfied: decorator==4.4.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 98)) (4.4.2)\n",
            "Requirement already satisfied: defusedxml==0.7.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 99)) (0.7.1)\n",
            "Requirement already satisfied: diffusers==0.35.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 100)) (0.35.1)\n",
            "Requirement already satisfied: dill==0.3.8 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 101)) (0.3.8)\n",
            "Requirement already satisfied: distributed==2025.5.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 102)) (2025.5.0)\n",
            "Requirement already satisfied: distributed-ucxx-cu12==0.44.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 103)) (0.44.0)\n",
            "Requirement already satisfied: distro==1.9.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 104)) (1.9.0)\n",
            "Requirement already satisfied: dlib==19.24.6 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 105)) (19.24.6)\n",
            "Requirement already satisfied: dm-tree==0.1.9 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 106)) (0.1.9)\n",
            "Requirement already satisfied: docstring_parser==0.17.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 107)) (0.17.0)\n",
            "Requirement already satisfied: docutils==0.21.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 108)) (0.21.2)\n",
            "Requirement already satisfied: dopamine_rl==4.1.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 109)) (4.1.2)\n",
            "Requirement already satisfied: duckdb==1.3.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 110)) (1.3.2)\n",
            "Requirement already satisfied: earthengine-api==1.5.24 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 111)) (1.5.24)\n",
            "Requirement already satisfied: easydict==1.13 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 112)) (1.13)\n",
            "Requirement already satisfied: editdistance==0.8.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 113)) (0.8.1)\n",
            "Requirement already satisfied: eerepr==0.1.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 114)) (0.1.2)\n",
            "Requirement already satisfied: einops==0.8.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 115)) (0.8.1)\n",
            "Requirement already satisfied: entrypoints==0.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 117)) (0.4)\n",
            "Requirement already satisfied: et_xmlfile==2.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 118)) (2.0.0)\n",
            "Requirement already satisfied: etils==1.13.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 119)) (1.13.0)\n",
            "Requirement already satisfied: etuples==0.3.10 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 120)) (0.3.10)\n",
            "Requirement already satisfied: Farama-Notifications==0.0.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 121)) (0.0.4)\n",
            "Requirement already satisfied: fastai==2.8.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 122)) (2.8.4)\n",
            "Requirement already satisfied: fastapi==0.118.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 123)) (0.118.0)\n",
            "Requirement already satisfied: fastcore==1.8.12 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 124)) (1.8.12)\n",
            "Requirement already satisfied: fastdownload==0.0.7 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 125)) (0.0.7)\n",
            "Requirement already satisfied: fastjsonschema==2.21.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 126)) (2.21.2)\n",
            "Requirement already satisfied: fastprogress==1.0.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 127)) (1.0.3)\n",
            "Requirement already satisfied: fastrlock==0.8.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 128)) (0.8.3)\n",
            "Requirement already satisfied: fasttransform==0.0.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 129)) (0.0.2)\n",
            "Requirement already satisfied: ffmpy==0.6.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 130)) (0.6.1)\n",
            "Requirement already satisfied: filelock==3.19.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 131)) (3.19.1)\n",
            "Requirement already satisfied: firebase-admin==6.9.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 132)) (6.9.0)\n",
            "Requirement already satisfied: Flask==3.1.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 133)) (3.1.2)\n",
            "Requirement already satisfied: flatbuffers==25.9.23 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 134)) (25.9.23)\n",
            "Requirement already satisfied: flax==0.10.6 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 135)) (0.10.6)\n",
            "Requirement already satisfied: folium==0.20.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 136)) (0.20.0)\n",
            "Requirement already satisfied: fonttools==4.60.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 137)) (4.60.1)\n",
            "Requirement already satisfied: fqdn==1.5.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 138)) (1.5.1)\n",
            "Requirement already satisfied: frozendict==2.4.6 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 139)) (2.4.6)\n",
            "Requirement already satisfied: frozenlist==1.7.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 140)) (1.7.0)\n",
            "Requirement already satisfied: fsspec==2025.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 141)) (2025.3.0)\n",
            "Requirement already satisfied: future==1.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 142)) (1.0.0)\n",
            "Requirement already satisfied: gast==0.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 143)) (0.6.0)\n",
            "Requirement already satisfied: gcsfs==2025.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 144)) (2025.3.0)\n",
            "Requirement already satisfied: GDAL==3.8.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 145)) (3.8.4)\n",
            "Requirement already satisfied: gdown==5.2.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 146)) (5.2.0)\n",
            "Requirement already satisfied: geemap==0.35.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 147)) (0.35.3)\n",
            "Requirement already satisfied: geocoder==1.38.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 148)) (1.38.1)\n",
            "Requirement already satisfied: geographiclib==2.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 149)) (2.1)\n",
            "Requirement already satisfied: geopandas==1.1.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 150)) (1.1.1)\n",
            "Requirement already satisfied: geopy==2.4.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 151)) (2.4.1)\n",
            "Requirement already satisfied: gin-config==0.5.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 152)) (0.5.0)\n",
            "Requirement already satisfied: gitdb==4.0.12 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 153)) (4.0.12)\n",
            "Requirement already satisfied: GitPython==3.1.45 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 154)) (3.1.45)\n",
            "Requirement already satisfied: glob2==0.7 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 155)) (0.7)\n",
            "Requirement already satisfied: google==2.0.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 156)) (2.0.3)\n",
            "Requirement already satisfied: google-adk==1.15.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 157)) (1.15.1)\n",
            "Requirement already satisfied: google-ai-generativelanguage==0.6.15 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 158)) (0.6.15)\n",
            "Requirement already satisfied: google-api-core==2.25.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 159)) (2.25.1)\n",
            "Requirement already satisfied: google-api-python-client==2.183.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 160)) (2.183.0)\n",
            "Requirement already satisfied: google-auth==2.38.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 161)) (2.38.0)\n",
            "Requirement already satisfied: google-auth-httplib2==0.2.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 162)) (0.2.0)\n",
            "Requirement already satisfied: google-auth-oauthlib==1.2.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 163)) (1.2.2)\n",
            "Requirement already satisfied: google-cloud-aiplatform==1.118.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 164)) (1.118.0)\n",
            "Requirement already satisfied: google-cloud-appengine-logging==1.6.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 165)) (1.6.2)\n",
            "Requirement already satisfied: google-cloud-audit-log==0.3.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 166)) (0.3.2)\n",
            "Requirement already satisfied: google-cloud-bigquery==3.38.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 167)) (3.38.0)\n",
            "Requirement already satisfied: google-cloud-bigquery-connection==1.18.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 168)) (1.18.3)\n",
            "Requirement already satisfied: google-cloud-bigquery-storage==2.33.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 169)) (2.33.1)\n",
            "Requirement already satisfied: google-cloud-bigtable==2.32.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 170)) (2.32.0)\n",
            "Requirement already satisfied: google-cloud-core==2.4.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 171)) (2.4.3)\n",
            "Requirement already satisfied: google-cloud-dataproc==5.22.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 172)) (5.22.0)\n",
            "Requirement already satisfied: google-cloud-datastore==2.21.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 173)) (2.21.0)\n",
            "Requirement already satisfied: google-cloud-firestore==2.21.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 174)) (2.21.0)\n",
            "Requirement already satisfied: google-cloud-functions==1.20.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 175)) (1.20.4)\n",
            "Requirement already satisfied: google-cloud-language==2.17.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 176)) (2.17.2)\n",
            "Requirement already satisfied: google-cloud-logging==3.12.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 177)) (3.12.1)\n",
            "Requirement already satisfied: google-cloud-monitoring==2.27.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 178)) (2.27.2)\n",
            "Requirement already satisfied: google-cloud-resource-manager==1.14.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 179)) (1.14.2)\n",
            "Requirement already satisfied: google-cloud-secret-manager==2.24.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 180)) (2.24.0)\n",
            "Requirement already satisfied: google-cloud-spanner==3.58.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 181)) (3.58.0)\n",
            "Requirement already satisfied: google-cloud-speech==2.33.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 182)) (2.33.0)\n",
            "Requirement already satisfied: google-cloud-storage==2.19.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 183)) (2.19.0)\n",
            "Requirement already satisfied: google-cloud-trace==1.16.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 184)) (1.16.2)\n",
            "Requirement already satisfied: google-cloud-translate==3.21.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 185)) (3.21.1)\n",
            "Requirement already satisfied: google-crc32c==1.7.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 186)) (1.7.1)\n",
            "Requirement already satisfied: google-genai==1.39.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 187)) (1.39.1)\n",
            "Requirement already satisfied: google-generativeai==0.8.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 188)) (0.8.5)\n",
            "Requirement already satisfied: google-pasta==0.2.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 189)) (0.2.0)\n",
            "Requirement already satisfied: google-resumable-media==2.7.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 190)) (2.7.2)\n",
            "Requirement already satisfied: googleapis-common-protos==1.70.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 191)) (1.70.0)\n",
            "Requirement already satisfied: googledrivedownloader==1.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 192)) (1.1.0)\n",
            "Requirement already satisfied: gradio==5.47.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 193)) (5.47.2)\n",
            "Requirement already satisfied: gradio_client==1.13.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 194)) (1.13.3)\n",
            "Requirement already satisfied: graphviz==0.21 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 195)) (0.21)\n",
            "Requirement already satisfied: greenlet==3.2.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 196)) (3.2.4)\n",
            "Requirement already satisfied: groovy==0.1.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 197)) (0.1.2)\n",
            "Requirement already satisfied: grpc-google-iam-v1==0.14.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 198)) (0.14.2)\n",
            "Requirement already satisfied: grpc-interceptor==0.15.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 199)) (0.15.4)\n",
            "Requirement already satisfied: grpcio==1.75.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 200)) (1.75.1)\n",
            "Requirement already satisfied: grpcio-status==1.71.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 201)) (1.71.2)\n",
            "Requirement already satisfied: grpclib==0.4.8 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 202)) (0.4.8)\n",
            "Requirement already satisfied: gspread==6.2.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 203)) (6.2.1)\n",
            "Requirement already satisfied: gspread-dataframe==4.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 204)) (4.0.0)\n",
            "Requirement already satisfied: gym==0.25.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 205)) (0.25.2)\n",
            "Requirement already satisfied: gym-notices==0.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 206)) (0.1.0)\n",
            "Requirement already satisfied: gymnasium==1.2.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 207)) (1.2.1)\n",
            "Requirement already satisfied: h11==0.16.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 208)) (0.16.0)\n",
            "Requirement already satisfied: h2==4.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 209)) (4.3.0)\n",
            "Requirement already satisfied: h5netcdf==1.6.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 210)) (1.6.4)\n",
            "Requirement already satisfied: h5py==3.14.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 211)) (3.14.0)\n",
            "Requirement already satisfied: hdbscan==0.8.40 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 212)) (0.8.40)\n",
            "Requirement already satisfied: hf-xet==1.1.10 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 213)) (1.1.10)\n",
            "Requirement already satisfied: hf_transfer==0.1.9 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 214)) (0.1.9)\n",
            "Requirement already satisfied: highspy==1.11.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 215)) (1.11.0)\n",
            "Requirement already satisfied: holidays==0.81 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 216)) (0.81)\n",
            "Requirement already satisfied: holoviews==1.21.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 217)) (1.21.0)\n",
            "Requirement already satisfied: hpack==4.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 218)) (4.1.0)\n",
            "Requirement already satisfied: html5lib==1.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 219)) (1.1)\n",
            "Requirement already satisfied: htmldate==1.9.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 220)) (1.9.3)\n",
            "Requirement already satisfied: httpcore==1.0.9 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 221)) (1.0.9)\n",
            "Requirement already satisfied: httpimport==1.4.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 222)) (1.4.1)\n",
            "Requirement already satisfied: httplib2==0.31.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 223)) (0.31.0)\n",
            "Requirement already satisfied: httpx==0.28.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 224)) (0.28.1)\n",
            "Requirement already satisfied: httpx-sse==0.4.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 225)) (0.4.1)\n",
            "Requirement already satisfied: huggingface-hub==0.35.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 226)) (0.35.3)\n",
            "Requirement already satisfied: humanize==4.13.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 227)) (4.13.0)\n",
            "Requirement already satisfied: hyperframe==6.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 228)) (6.1.0)\n",
            "Requirement already satisfied: hyperopt==0.2.7 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 229)) (0.2.7)\n",
            "Requirement already satisfied: ibis-framework==9.5.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 230)) (9.5.0)\n",
            "Requirement already satisfied: idna==3.10 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 231)) (3.10)\n",
            "Requirement already satisfied: imageio==2.37.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 232)) (2.37.0)\n",
            "Requirement already satisfied: imageio-ffmpeg==0.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 233)) (0.6.0)\n",
            "Requirement already satisfied: imagesize==1.4.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 234)) (1.4.1)\n",
            "Requirement already satisfied: imbalanced-learn==0.14.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 235)) (0.14.0)\n",
            "Requirement already satisfied: immutabledict==4.2.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 236)) (4.2.1)\n",
            "Requirement already satisfied: importlib_metadata==8.7.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 237)) (8.7.0)\n",
            "Requirement already satisfied: importlib_resources==6.5.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 238)) (6.5.2)\n",
            "Requirement already satisfied: imutils==0.5.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 239)) (0.5.4)\n",
            "Requirement already satisfied: inflect==7.5.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 240)) (7.5.0)\n",
            "Requirement already satisfied: iniconfig==2.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 241)) (2.1.0)\n",
            "Requirement already satisfied: intel-cmplr-lib-ur==2025.2.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 242)) (2025.2.1)\n",
            "Requirement already satisfied: intel-openmp==2025.2.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 243)) (2025.2.1)\n",
            "Requirement already satisfied: ipyevents==2.0.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 244)) (2.0.4)\n",
            "Requirement already satisfied: ipyfilechooser==0.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 245)) (0.6.0)\n",
            "Requirement already satisfied: ipykernel==6.17.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 246)) (6.17.1)\n",
            "Requirement already satisfied: ipyleaflet==0.20.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 247)) (0.20.0)\n",
            "Requirement already satisfied: ipyparallel==8.8.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 248)) (8.8.0)\n",
            "Requirement already satisfied: ipython==7.34.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 249)) (7.34.0)\n",
            "Requirement already satisfied: ipython-genutils==0.2.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 250)) (0.2.0)\n",
            "Requirement already satisfied: ipython-sql==0.5.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 251)) (0.5.0)\n",
            "Requirement already satisfied: ipytree==0.2.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 252)) (0.2.2)\n",
            "Requirement already satisfied: ipywidgets==7.7.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 253)) (7.7.1)\n",
            "Requirement already satisfied: isodate==0.7.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 254)) (0.7.2)\n",
            "Requirement already satisfied: isoduration==20.11.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 255)) (20.11.0)\n",
            "Requirement already satisfied: itsdangerous==2.2.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 256)) (2.2.0)\n",
            "Requirement already satisfied: jaraco.classes==3.4.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 257)) (3.4.0)\n",
            "Requirement already satisfied: jaraco.context==6.0.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 258)) (6.0.1)\n",
            "Requirement already satisfied: jaraco.functools==4.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 259)) (4.3.0)\n",
            "Requirement already satisfied: jax==0.5.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 260)) (0.5.3)\n",
            "Requirement already satisfied: jax-cuda12-pjrt==0.5.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 261)) (0.5.3)\n",
            "Requirement already satisfied: jax-cuda12-plugin==0.5.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 262)) (0.5.3)\n",
            "Requirement already satisfied: jaxlib==0.5.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 263)) (0.5.3)\n",
            "Requirement already satisfied: jedi==0.19.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 264)) (0.19.2)\n",
            "Requirement already satisfied: jeepney==0.9.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 265)) (0.9.0)\n",
            "Requirement already satisfied: jieba==0.42.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 266)) (0.42.1)\n",
            "Requirement already satisfied: Jinja2==3.1.6 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 267)) (3.1.6)\n",
            "Requirement already satisfied: jiter==0.11.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 268)) (0.11.0)\n",
            "Requirement already satisfied: joblib==1.5.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 269)) (1.5.2)\n",
            "Requirement already satisfied: jsonpatch==1.33 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 270)) (1.33)\n",
            "Requirement already satisfied: jsonpickle==4.1.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 271)) (4.1.1)\n",
            "Requirement already satisfied: jsonpointer==3.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 272)) (3.0.0)\n",
            "Requirement already satisfied: jsonschema==4.25.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 273)) (4.25.1)\n",
            "Requirement already satisfied: jsonschema-specifications==2025.9.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 274)) (2025.9.1)\n",
            "Requirement already satisfied: jupyter-console==6.6.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 275)) (6.6.3)\n",
            "Requirement already satisfied: jupyter-events==0.12.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 276)) (0.12.0)\n",
            "Requirement already satisfied: jupyter-leaflet==0.20.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 277)) (0.20.0)\n",
            "Requirement already satisfied: jupyter_client==7.4.9 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 278)) (7.4.9)\n",
            "Requirement already satisfied: jupyter_core==5.8.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 279)) (5.8.1)\n",
            "Requirement already satisfied: jupyter_server==2.14.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 281)) (2.14.0)\n",
            "Requirement already satisfied: jupyter_server_terminals==0.5.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 282)) (0.5.3)\n",
            "Requirement already satisfied: jupyterlab_pygments==0.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 283)) (0.3.0)\n",
            "Requirement already satisfied: jupyterlab_widgets==3.0.15 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 284)) (3.0.15)\n",
            "Requirement already satisfied: jupytext==1.17.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 285)) (1.17.3)\n",
            "Requirement already satisfied: jusText==3.0.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 286)) (3.0.2)\n",
            "Requirement already satisfied: kaggle==1.7.4.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 287)) (1.7.4.5)\n",
            "Requirement already satisfied: kagglehub==0.3.13 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 288)) (0.3.13)\n",
            "Requirement already satisfied: keras==3.10.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 289)) (3.10.0)\n",
            "Requirement already satisfied: keras-hub==0.21.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 290)) (0.21.1)\n",
            "Requirement already satisfied: keras-nlp==0.21.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 291)) (0.21.1)\n",
            "Requirement already satisfied: keyring==25.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 292)) (25.6.0)\n",
            "Requirement already satisfied: keyrings.google-artifactregistry-auth==1.1.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 293)) (1.1.2)\n",
            "Requirement already satisfied: kiwisolver==1.4.9 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 294)) (1.4.9)\n",
            "Requirement already satisfied: langchain==0.3.27 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 295)) (0.3.27)\n",
            "Requirement already satisfied: langchain-core==0.3.77 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 296)) (0.3.77)\n",
            "Requirement already satisfied: langchain-text-splitters==0.3.11 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 297)) (0.3.11)\n",
            "Requirement already satisfied: langcodes==3.5.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 298)) (3.5.0)\n",
            "Requirement already satisfied: langsmith==0.4.31 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 299)) (0.4.31)\n",
            "Requirement already satisfied: language_data==1.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 300)) (1.3.0)\n",
            "Requirement already satisfied: lark==1.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 301)) (1.3.0)\n",
            "Requirement already satisfied: launchpadlib==1.10.16 in /usr/lib/python3/dist-packages (from -r requirements.txt (line 302)) (1.10.16)\n",
            "Requirement already satisfied: lazr.restfulclient==0.14.4 in /usr/lib/python3/dist-packages (from -r requirements.txt (line 303)) (0.14.4)\n",
            "Requirement already satisfied: lazr.uri==1.0.6 in /usr/lib/python3/dist-packages (from -r requirements.txt (line 304)) (1.0.6)\n",
            "Requirement already satisfied: lazy_loader==0.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 305)) (0.4)\n",
            "Requirement already satisfied: libclang==18.1.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 306)) (18.1.1)\n",
            "Requirement already satisfied: libcugraph-cu12==25.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 308)) (25.6.0)\n",
            "Requirement already satisfied: libcuml-cu12==25.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 309)) (25.6.0)\n",
            "Requirement already satisfied: libcuvs-cu12==25.6.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 310)) (25.6.1)\n",
            "Requirement already satisfied: libkvikio-cu12==25.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 311)) (25.6.0)\n",
            "Requirement already satisfied: libpysal==4.13.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 312)) (4.13.0)\n",
            "Requirement already satisfied: libraft-cu12==25.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 313)) (25.6.0)\n",
            "Requirement already satisfied: librmm-cu12==25.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 314)) (25.6.0)\n",
            "Requirement already satisfied: librosa==0.11.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 315)) (0.11.0)\n",
            "Requirement already satisfied: libucx-cu12==1.18.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 316)) (1.18.1)\n",
            "Requirement already satisfied: libucxx-cu12==0.44.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 317)) (0.44.0)\n",
            "Requirement already satisfied: linkify-it-py==2.0.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 318)) (2.0.3)\n",
            "Requirement already satisfied: llvmlite==0.43.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 319)) (0.43.0)\n",
            "Requirement already satisfied: locket==1.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 320)) (1.0.0)\n",
            "Requirement already satisfied: logical-unification==0.4.6 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 321)) (0.4.6)\n",
            "Requirement already satisfied: lxml==5.4.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 322)) (5.4.0)\n",
            "Requirement already satisfied: lxml_html_clean==0.4.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 323)) (0.4.3)\n",
            "Requirement already satisfied: Mako==1.3.10 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 324)) (1.3.10)\n",
            "Requirement already satisfied: marisa-trie==1.3.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 325)) (1.3.1)\n",
            "Requirement already satisfied: Markdown==3.9 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 326)) (3.9)\n",
            "Requirement already satisfied: markdown-it-py==4.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 327)) (4.0.0)\n",
            "Requirement already satisfied: MarkupSafe==3.0.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 328)) (3.0.3)\n",
            "Requirement already satisfied: matplotlib==3.10.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 329)) (3.10.0)\n",
            "Requirement already satisfied: matplotlib-inline==0.1.7 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 330)) (0.1.7)\n",
            "Requirement already satisfied: matplotlib-venn==1.1.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 331)) (1.1.2)\n",
            "Requirement already satisfied: mcp==1.15.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 332)) (1.15.0)\n",
            "Requirement already satisfied: mdit-py-plugins==0.5.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 333)) (0.5.0)\n",
            "Requirement already satisfied: mdurl==0.1.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 334)) (0.1.2)\n",
            "Requirement already satisfied: miniKanren==1.0.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 335)) (1.0.5)\n",
            "Requirement already satisfied: missingno==0.5.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 336)) (0.5.2)\n",
            "Requirement already satisfied: mistune==3.1.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 337)) (3.1.4)\n",
            "Requirement already satisfied: mizani==0.13.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 338)) (0.13.5)\n",
            "Requirement already satisfied: mkl==2025.2.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 339)) (2025.2.0)\n",
            "Requirement already satisfied: ml_dtypes==0.5.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 340)) (0.5.3)\n",
            "Requirement already satisfied: mlxtend==0.23.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 341)) (0.23.4)\n",
            "Requirement already satisfied: more-itertools==10.8.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 342)) (10.8.0)\n",
            "Requirement already satisfied: moviepy==1.0.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 343)) (1.0.3)\n",
            "Requirement already satisfied: mpmath==1.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 344)) (1.3.0)\n",
            "Requirement already satisfied: msgpack==1.1.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 345)) (1.1.1)\n",
            "Requirement already satisfied: multidict==6.6.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 346)) (6.6.4)\n",
            "Requirement already satisfied: multipledispatch==1.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 347)) (1.0.0)\n",
            "Requirement already satisfied: multiprocess==0.70.16 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 348)) (0.70.16)\n",
            "Requirement already satisfied: multitasking==0.0.12 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 349)) (0.0.12)\n",
            "Requirement already satisfied: murmurhash==1.0.13 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 350)) (1.0.13)\n",
            "Requirement already satisfied: music21==9.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 351)) (9.3.0)\n",
            "Requirement already satisfied: namex==0.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 352)) (0.1.0)\n",
            "Requirement already satisfied: narwhals==2.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 353)) (2.6.0)\n",
            "Requirement already satisfied: natsort==8.4.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 354)) (8.4.0)\n",
            "Requirement already satisfied: nbclassic==1.3.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 355)) (1.3.3)\n",
            "Requirement already satisfied: nbclient==0.10.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 356)) (0.10.2)\n",
            "Requirement already satisfied: nbconvert==7.16.6 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 357)) (7.16.6)\n",
            "Requirement already satisfied: nbformat==5.10.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 358)) (5.10.4)\n",
            "Requirement already satisfied: ndindex==1.10.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 359)) (1.10.0)\n",
            "Requirement already satisfied: nest-asyncio==1.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 360)) (1.6.0)\n",
            "Requirement already satisfied: networkx==3.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 361)) (3.5)\n",
            "Requirement already satisfied: nibabel==5.3.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 362)) (5.3.2)\n",
            "Requirement already satisfied: nltk==3.9.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 363)) (3.9.1)\n",
            "Requirement already satisfied: notebook==6.5.7 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 364)) (6.5.7)\n",
            "Requirement already satisfied: notebook_shim==0.2.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 365)) (0.2.4)\n",
            "Requirement already satisfied: numba==0.60.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 366)) (0.60.0)\n",
            "Requirement already satisfied: numba-cuda==0.11.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 367)) (0.11.0)\n",
            "Requirement already satisfied: numexpr==2.13.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 368)) (2.13.1)\n",
            "Requirement already satisfied: numpy==2.0.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 369)) (2.0.2)\n",
            "Requirement already satisfied: nvidia-cublas-cu12==12.6.4.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 370)) (12.6.4.1)\n",
            "Requirement already satisfied: nvidia-cuda-cupti-cu12==12.6.80 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 371)) (12.6.80)\n",
            "Requirement already satisfied: nvidia-cuda-nvcc-cu12==12.5.82 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 372)) (12.5.82)\n",
            "Requirement already satisfied: nvidia-cuda-nvrtc-cu12==12.6.77 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 373)) (12.6.77)\n",
            "Requirement already satisfied: nvidia-cuda-runtime-cu12==12.6.77 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 374)) (12.6.77)\n",
            "Requirement already satisfied: nvidia-cudnn-cu12==9.10.2.21 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 375)) (9.10.2.21)\n",
            "Requirement already satisfied: nvidia-cufft-cu12==11.3.0.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 376)) (11.3.0.4)\n",
            "Requirement already satisfied: nvidia-cufile-cu12==1.11.1.6 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 377)) (1.11.1.6)\n",
            "Requirement already satisfied: nvidia-curand-cu12==10.3.7.77 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 378)) (10.3.7.77)\n",
            "Requirement already satisfied: nvidia-cusolver-cu12==11.7.1.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 379)) (11.7.1.2)\n",
            "Requirement already satisfied: nvidia-cusparse-cu12==12.5.4.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 380)) (12.5.4.2)\n",
            "Requirement already satisfied: nvidia-cusparselt-cu12==0.7.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 381)) (0.7.1)\n",
            "Requirement already satisfied: nvidia-ml-py==12.575.51 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 382)) (12.575.51)\n",
            "Requirement already satisfied: nvidia-nccl-cu12==2.27.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 383)) (2.27.3)\n",
            "Requirement already satisfied: nvidia-nvjitlink-cu12==12.6.85 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 384)) (12.6.85)\n",
            "Requirement already satisfied: nvidia-nvtx-cu12==12.6.77 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 385)) (12.6.77)\n",
            "Requirement already satisfied: nvtx==0.2.13 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 386)) (0.2.13)\n",
            "Requirement already satisfied: oauth2client==4.1.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 388)) (4.1.3)\n",
            "Requirement already satisfied: oauthlib==3.3.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 389)) (3.3.1)\n",
            "Requirement already satisfied: omegaconf==2.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 390)) (2.3.0)\n",
            "Requirement already satisfied: openai==1.109.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 391)) (1.109.1)\n",
            "Requirement already satisfied: opencv-contrib-python==4.12.0.88 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 392)) (4.12.0.88)\n",
            "Requirement already satisfied: opencv-python==4.12.0.88 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 393)) (4.12.0.88)\n",
            "Requirement already satisfied: opencv-python-headless==4.12.0.88 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 394)) (4.12.0.88)\n",
            "Requirement already satisfied: openpyxl==3.1.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 395)) (3.1.5)\n",
            "Requirement already satisfied: opentelemetry-api==1.37.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 396)) (1.37.0)\n",
            "Requirement already satisfied: opentelemetry-exporter-gcp-logging==1.9.0a0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 397)) (1.9.0a0)\n",
            "Requirement already satisfied: opentelemetry-exporter-gcp-monitoring==1.9.0a0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 398)) (1.9.0a0)\n",
            "Requirement already satisfied: opentelemetry-exporter-gcp-trace==1.9.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 399)) (1.9.0)\n",
            "Requirement already satisfied: opentelemetry-exporter-otlp-proto-common==1.37.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 400)) (1.37.0)\n",
            "Requirement already satisfied: opentelemetry-exporter-otlp-proto-http==1.37.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 401)) (1.37.0)\n",
            "Requirement already satisfied: opentelemetry-proto==1.37.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 402)) (1.37.0)\n",
            "Requirement already satisfied: opentelemetry-resourcedetector-gcp==1.9.0a0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 403)) (1.9.0a0)\n",
            "Requirement already satisfied: opentelemetry-sdk==1.37.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 404)) (1.37.0)\n",
            "Requirement already satisfied: opentelemetry-semantic-conventions==0.58b0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 405)) (0.58b0)\n",
            "Requirement already satisfied: opt_einsum==3.4.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 406)) (3.4.0)\n",
            "Requirement already satisfied: optax==0.2.6 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 407)) (0.2.6)\n",
            "Requirement already satisfied: optree==0.17.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 408)) (0.17.0)\n",
            "Requirement already satisfied: orbax-checkpoint==0.11.24 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 409)) (0.11.24)\n",
            "Requirement already satisfied: orjson==3.11.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 410)) (3.11.3)\n",
            "Requirement already satisfied: osqp==1.0.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 411)) (1.0.4)\n",
            "Requirement already satisfied: overrides==7.7.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 412)) (7.7.0)\n",
            "Requirement already satisfied: packaging==25.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 413)) (25.0)\n",
            "Requirement already satisfied: pandas==2.2.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 414)) (2.2.2)\n",
            "Requirement already satisfied: pandas-datareader==0.10.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 415)) (0.10.0)\n",
            "Requirement already satisfied: pandas-gbq==0.29.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 416)) (0.29.2)\n",
            "Requirement already satisfied: pandas-stubs==2.2.2.240909 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 417)) (2.2.2.240909)\n",
            "Requirement already satisfied: pandocfilters==1.5.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 418)) (1.5.1)\n",
            "Requirement already satisfied: panel==1.8.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 419)) (1.8.1)\n",
            "Requirement already satisfied: param==2.2.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 420)) (2.2.1)\n",
            "Requirement already satisfied: parso==0.8.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 421)) (0.8.5)\n",
            "Requirement already satisfied: parsy==2.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 422)) (2.2)\n",
            "Requirement already satisfied: partd==1.4.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 423)) (1.4.2)\n",
            "Requirement already satisfied: patsy==1.0.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 424)) (1.0.1)\n",
            "Requirement already satisfied: pdfminer.six==20250506 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 425)) (20250506)\n",
            "Requirement already satisfied: pdfplumber==0.11.7 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 426)) (0.11.7)\n",
            "Requirement already satisfied: peewee==3.18.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 427)) (3.18.2)\n",
            "Requirement already satisfied: peft==0.17.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 428)) (0.17.1)\n",
            "Requirement already satisfied: pexpect==4.9.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 429)) (4.9.0)\n",
            "Requirement already satisfied: pickleshare==0.7.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 430)) (0.7.5)\n",
            "Requirement already satisfied: pillow==11.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 431)) (11.3.0)\n",
            "Requirement already satisfied: platformdirs==4.4.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 432)) (4.4.0)\n",
            "Requirement already satisfied: playwright==1.55.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 433)) (1.55.0)\n",
            "Requirement already satisfied: plotly==5.24.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 434)) (5.24.1)\n",
            "Requirement already satisfied: plotnine==0.14.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 435)) (0.14.5)\n",
            "Requirement already satisfied: pluggy==1.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 436)) (1.6.0)\n",
            "Requirement already satisfied: plum-dispatch==2.5.7 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 437)) (2.5.7)\n",
            "Requirement already satisfied: ply==3.11 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 438)) (3.11)\n",
            "Requirement already satisfied: polars==1.25.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 439)) (1.25.2)\n",
            "Requirement already satisfied: pooch==1.8.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 440)) (1.8.2)\n",
            "Requirement already satisfied: portpicker==1.5.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 441)) (1.5.2)\n",
            "Requirement already satisfied: preshed==3.0.10 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 442)) (3.0.10)\n",
            "Requirement already satisfied: prettytable==3.16.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 443)) (3.16.0)\n",
            "Requirement already satisfied: proglog==0.1.12 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 444)) (0.1.12)\n",
            "Requirement already satisfied: progressbar2==4.5.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 445)) (4.5.0)\n",
            "Requirement already satisfied: prometheus_client==0.23.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 446)) (0.23.1)\n",
            "Requirement already satisfied: promise==2.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 447)) (2.3)\n",
            "Requirement already satisfied: prompt_toolkit==3.0.52 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 448)) (3.0.52)\n",
            "Requirement already satisfied: propcache==0.3.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 449)) (0.3.2)\n",
            "Requirement already satisfied: prophet==1.1.7 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 450)) (1.1.7)\n",
            "Requirement already satisfied: proto-plus==1.26.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 451)) (1.26.1)\n",
            "Requirement already satisfied: protobuf==5.29.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 452)) (5.29.5)\n",
            "Requirement already satisfied: psutil==5.9.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 453)) (5.9.5)\n",
            "Requirement already satisfied: psycopg2==2.9.10 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 454)) (2.9.10)\n",
            "Requirement already satisfied: psygnal==0.14.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 455)) (0.14.2)\n",
            "Requirement already satisfied: ptyprocess==0.7.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 456)) (0.7.0)\n",
            "Requirement already satisfied: py-cpuinfo==9.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 457)) (9.0.0)\n",
            "Requirement already satisfied: py4j==0.10.9.7 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 458)) (0.10.9.7)\n",
            "Requirement already satisfied: pyarrow==18.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 459)) (18.1.0)\n",
            "Requirement already satisfied: pyasn1==0.6.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 460)) (0.6.1)\n",
            "Requirement already satisfied: pyasn1_modules==0.4.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 461)) (0.4.2)\n",
            "Requirement already satisfied: pycairo==1.28.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 462)) (1.28.0)\n",
            "Requirement already satisfied: pycocotools==2.0.10 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 463)) (2.0.10)\n",
            "Requirement already satisfied: pycparser==2.23 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 464)) (2.23)\n",
            "Requirement already satisfied: pycryptodomex==3.23.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 465)) (3.23.0)\n",
            "Requirement already satisfied: pydantic==2.11.9 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 466)) (2.11.9)\n",
            "Requirement already satisfied: pydantic-settings==2.11.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 467)) (2.11.0)\n",
            "Requirement already satisfied: pydantic_core==2.33.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 468)) (2.33.2)\n",
            "Requirement already satisfied: pydata-google-auth==1.9.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 469)) (1.9.1)\n",
            "Requirement already satisfied: pydot==3.0.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 470)) (3.0.4)\n",
            "Requirement already satisfied: pydotplus==2.0.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 471)) (2.0.2)\n",
            "Requirement already satisfied: PyDrive2==1.21.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 472)) (1.21.3)\n",
            "Requirement already satisfied: pydub==0.25.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 473)) (0.25.1)\n",
            "Requirement already satisfied: pyee==13.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 474)) (13.0.0)\n",
            "Requirement already satisfied: pyerfa==2.0.1.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 475)) (2.0.1.5)\n",
            "Requirement already satisfied: pygame==2.6.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 476)) (2.6.1)\n",
            "Requirement already satisfied: pygit2==1.18.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 477)) (1.18.2)\n",
            "Requirement already satisfied: Pygments==2.19.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 478)) (2.19.2)\n",
            "Requirement already satisfied: PyGObject==3.42.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 479)) (3.42.0)\n",
            "Requirement already satisfied: PyJWT==2.10.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 480)) (2.10.1)\n",
            "Requirement already satisfied: pylibcugraph-cu12==25.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 482)) (25.6.0)\n",
            "Requirement already satisfied: pylibraft-cu12==25.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 483)) (25.6.0)\n",
            "Requirement already satisfied: pymc==5.25.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 484)) (5.25.1)\n",
            "Requirement already satisfied: pynndescent==0.5.13 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 485)) (0.5.13)\n",
            "Requirement already satisfied: pynvjitlink-cu12==0.7.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 486)) (0.7.0)\n",
            "Requirement already satisfied: pynvml==12.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 487)) (12.0.0)\n",
            "Requirement already satisfied: pyogrio==0.11.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 488)) (0.11.1)\n",
            "Requirement already satisfied: pyomo==6.9.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 489)) (6.9.4)\n",
            "Requirement already satisfied: PyOpenGL==3.1.10 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 490)) (3.1.10)\n",
            "Requirement already satisfied: pyOpenSSL==24.2.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 491)) (24.2.1)\n",
            "Requirement already satisfied: pyparsing==3.2.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 492)) (3.2.5)\n",
            "Requirement already satisfied: pypdfium2==4.30.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 493)) (4.30.0)\n",
            "Requirement already satisfied: pyperclip==1.11.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 494)) (1.11.0)\n",
            "Requirement already satisfied: pyproj==3.7.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 495)) (3.7.2)\n",
            "Requirement already satisfied: pyproject_hooks==1.2.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 496)) (1.2.0)\n",
            "Requirement already satisfied: pyshp==2.3.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 497)) (2.3.1)\n",
            "Requirement already satisfied: PySocks==1.7.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 498)) (1.7.1)\n",
            "Requirement already satisfied: pyspark==3.5.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 499)) (3.5.1)\n",
            "Requirement already satisfied: pytensor==2.31.7 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 500)) (2.31.7)\n",
            "Requirement already satisfied: pytest==8.4.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 501)) (8.4.2)\n",
            "Requirement already satisfied: python-apt==0.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 502)) (0.0.0)\n",
            "Requirement already satisfied: python-box==7.3.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 503)) (7.3.2)\n",
            "Requirement already satisfied: python-dateutil==2.9.0.post0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 504)) (2.9.0.post0)\n",
            "Requirement already satisfied: python-dotenv==1.1.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 505)) (1.1.1)\n",
            "Requirement already satisfied: python-json-logger==3.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 506)) (3.3.0)\n",
            "Requirement already satisfied: python-louvain==0.16 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 507)) (0.16)\n",
            "Requirement already satisfied: python-multipart==0.0.20 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 508)) (0.0.20)\n",
            "Requirement already satisfied: python-slugify==8.0.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 509)) (8.0.4)\n",
            "Requirement already satisfied: python-snappy==0.7.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 510)) (0.7.3)\n",
            "Requirement already satisfied: python-utils==3.9.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 511)) (3.9.1)\n",
            "Requirement already satisfied: pytz==2025.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 512)) (2025.2)\n",
            "Requirement already satisfied: pyviz_comms==3.0.6 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 513)) (3.0.6)\n",
            "Requirement already satisfied: PyWavelets==1.9.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 514)) (1.9.0)\n",
            "Requirement already satisfied: PyYAML==6.0.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 515)) (6.0.3)\n",
            "Requirement already satisfied: pyzmq==26.2.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 516)) (26.2.1)\n",
            "Requirement already satisfied: raft-dask-cu12==25.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 517)) (25.6.0)\n",
            "Requirement already satisfied: rapids-dask-dependency==25.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 518)) (25.6.0)\n",
            "Requirement already satisfied: rapids-logger==0.1.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 519)) (0.1.1)\n",
            "Requirement already satisfied: ratelim==0.1.6 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 520)) (0.1.6)\n",
            "Requirement already satisfied: referencing==0.36.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 521)) (0.36.2)\n",
            "Requirement already satisfied: regex==2024.11.6 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 522)) (2024.11.6)\n",
            "Requirement already satisfied: requests==2.32.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 523)) (2.32.4)\n",
            "Requirement already satisfied: requests-oauthlib==2.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 524)) (2.0.0)\n",
            "Requirement already satisfied: requests-toolbelt==1.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 525)) (1.0.0)\n",
            "Requirement already satisfied: requirements-parser==0.9.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 526)) (0.9.0)\n",
            "Requirement already satisfied: rfc3339-validator==0.1.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 527)) (0.1.4)\n",
            "Requirement already satisfied: rfc3986-validator==0.1.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 528)) (0.1.1)\n",
            "Requirement already satisfied: rfc3987-syntax==1.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 529)) (1.1.0)\n",
            "Requirement already satisfied: rich==13.9.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 530)) (13.9.4)\n",
            "Requirement already satisfied: rmm-cu12==25.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 531)) (25.6.0)\n",
            "Requirement already satisfied: roman-numerals-py==3.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 532)) (3.1.0)\n",
            "Requirement already satisfied: rpds-py==0.27.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 533)) (0.27.1)\n",
            "Requirement already satisfied: rpy2==3.5.17 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 534)) (3.5.17)\n",
            "Requirement already satisfied: rsa==4.9.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 535)) (4.9.1)\n",
            "Requirement already satisfied: ruff==0.13.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 536)) (0.13.2)\n",
            "Requirement already satisfied: safehttpx==0.1.6 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 537)) (0.1.6)\n",
            "Requirement already satisfied: safetensors==0.6.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 538)) (0.6.2)\n",
            "Requirement already satisfied: scikit-image==0.25.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 539)) (0.25.2)\n",
            "Requirement already satisfied: scikit-learn==1.6.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 540)) (1.6.1)\n",
            "Requirement already satisfied: scipy==1.16.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 541)) (1.16.2)\n",
            "Requirement already satisfied: scooby==0.10.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 542)) (0.10.2)\n",
            "Requirement already satisfied: scs==3.2.8 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 543)) (3.2.8)\n",
            "Requirement already satisfied: seaborn==0.13.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 544)) (0.13.2)\n",
            "Requirement already satisfied: SecretStorage==3.4.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 545)) (3.4.0)\n",
            "Requirement already satisfied: semantic-version==2.10.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 546)) (2.10.0)\n",
            "Requirement already satisfied: Send2Trash==1.8.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 547)) (1.8.3)\n",
            "Requirement already satisfied: sentence-transformers==5.1.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 548)) (5.1.1)\n",
            "Requirement already satisfied: sentencepiece==0.2.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 549)) (0.2.1)\n",
            "Requirement already satisfied: sentry-sdk==2.39.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 550)) (2.39.0)\n",
            "Requirement already satisfied: setuptools==80.9.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 551)) (80.9.0)\n",
            "Requirement already satisfied: shap==0.48.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 552)) (0.48.0)\n",
            "Requirement already satisfied: shapely==2.1.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 553)) (2.1.2)\n",
            "Requirement already satisfied: shellingham==1.5.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 554)) (1.5.4)\n",
            "Requirement already satisfied: simple-parsing==0.1.7 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 555)) (0.1.7)\n",
            "Requirement already satisfied: simplejson==3.20.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 556)) (3.20.2)\n",
            "Requirement already satisfied: simsimd==6.5.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 557)) (6.5.3)\n",
            "Requirement already satisfied: six==1.17.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 558)) (1.17.0)\n",
            "Requirement already satisfied: sklearn-pandas==2.2.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 559)) (2.2.0)\n",
            "Requirement already satisfied: slicer==0.0.8 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 560)) (0.0.8)\n",
            "Requirement already satisfied: smart_open==7.3.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 561)) (7.3.1)\n",
            "Requirement already satisfied: smmap==5.0.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 562)) (5.0.2)\n",
            "Requirement already satisfied: sniffio==1.3.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 563)) (1.3.1)\n",
            "Requirement already satisfied: snowballstemmer==3.0.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 564)) (3.0.1)\n",
            "Requirement already satisfied: sortedcontainers==2.4.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 565)) (2.4.0)\n",
            "Requirement already satisfied: soundfile==0.13.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 566)) (0.13.1)\n",
            "Requirement already satisfied: soupsieve==2.8 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 567)) (2.8)\n",
            "Requirement already satisfied: soxr==1.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 568)) (1.0.0)\n",
            "Requirement already satisfied: spacy==3.8.7 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 569)) (3.8.7)\n",
            "Requirement already satisfied: spacy-legacy==3.0.12 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 570)) (3.0.12)\n",
            "Requirement already satisfied: spacy-loggers==1.0.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 571)) (1.0.5)\n",
            "Requirement already satisfied: spanner-graph-notebook==1.1.8 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 572)) (1.1.8)\n",
            "Requirement already satisfied: Sphinx==8.2.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 573)) (8.2.3)\n",
            "Requirement already satisfied: sphinxcontrib-applehelp==2.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 574)) (2.0.0)\n",
            "Requirement already satisfied: sphinxcontrib-devhelp==2.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 575)) (2.0.0)\n",
            "Requirement already satisfied: sphinxcontrib-htmlhelp==2.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 576)) (2.1.0)\n",
            "Requirement already satisfied: sphinxcontrib-jsmath==1.0.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 577)) (1.0.1)\n",
            "Requirement already satisfied: sphinxcontrib-qthelp==2.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 578)) (2.0.0)\n",
            "Requirement already satisfied: sphinxcontrib-serializinghtml==2.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 579)) (2.0.0)\n",
            "Requirement already satisfied: SQLAlchemy==2.0.43 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 580)) (2.0.43)\n",
            "Requirement already satisfied: sqlalchemy-spanner==1.16.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 581)) (1.16.0)\n",
            "Requirement already satisfied: sqlglot==25.20.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 582)) (25.20.2)\n",
            "Requirement already satisfied: sqlparse==0.5.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 583)) (0.5.3)\n",
            "Requirement already satisfied: srsly==2.5.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 584)) (2.5.1)\n",
            "Requirement already satisfied: sse-starlette==3.0.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 585)) (3.0.2)\n",
            "Requirement already satisfied: stanio==0.5.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 586)) (0.5.1)\n",
            "Requirement already satisfied: starlette==0.48.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 587)) (0.48.0)\n",
            "Requirement already satisfied: statsmodels==0.14.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 588)) (0.14.5)\n",
            "Requirement already satisfied: stringzilla==4.0.15 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 589)) (4.0.15)\n",
            "Requirement already satisfied: stumpy==1.13.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 590)) (1.13.0)\n",
            "Requirement already satisfied: sympy==1.13.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 591)) (1.13.3)\n",
            "Requirement already satisfied: tables==3.10.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 592)) (3.10.2)\n",
            "Requirement already satisfied: tabulate==0.9.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 593)) (0.9.0)\n",
            "Requirement already satisfied: tbb==2022.2.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 594)) (2022.2.0)\n",
            "Requirement already satisfied: tblib==3.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 595)) (3.1.0)\n",
            "Requirement already satisfied: tcmlib==1.4.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 596)) (1.4.0)\n",
            "Requirement already satisfied: tenacity==8.5.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 597)) (8.5.0)\n",
            "Requirement already satisfied: tensorboard==2.19.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 598)) (2.19.0)\n",
            "Requirement already satisfied: tensorboard-data-server==0.7.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 599)) (0.7.2)\n",
            "Requirement already satisfied: tensorflow==2.19.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 600)) (2.19.0)\n",
            "Requirement already satisfied: tensorflow-datasets==4.9.9 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 601)) (4.9.9)\n",
            "Requirement already satisfied: tensorflow-hub==0.16.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 602)) (0.16.1)\n",
            "Requirement already satisfied: tensorflow-metadata==1.17.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 603)) (1.17.2)\n",
            "Requirement already satisfied: tensorflow-probability==0.25.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 604)) (0.25.0)\n",
            "Requirement already satisfied: tensorflow-text==2.19.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 605)) (2.19.0)\n",
            "Requirement already satisfied: tensorflow_decision_forests==1.12.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 606)) (1.12.0)\n",
            "Requirement already satisfied: tensorstore==0.1.77 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 607)) (0.1.77)\n",
            "Requirement already satisfied: termcolor==3.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 608)) (3.1.0)\n",
            "Requirement already satisfied: terminado==0.18.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 609)) (0.18.1)\n",
            "Requirement already satisfied: text-unidecode==1.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 610)) (1.3)\n",
            "Requirement already satisfied: textblob==0.19.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 611)) (0.19.0)\n",
            "Requirement already satisfied: tf-slim==1.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 612)) (1.1.0)\n",
            "Requirement already satisfied: tf_keras==2.19.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 613)) (2.19.0)\n",
            "Requirement already satisfied: thinc==8.3.6 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 614)) (8.3.6)\n",
            "Requirement already satisfied: threadpoolctl==3.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 615)) (3.6.0)\n",
            "Requirement already satisfied: tifffile==2025.9.30 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 616)) (2025.9.30)\n",
            "Requirement already satisfied: tiktoken==0.11.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 617)) (0.11.0)\n",
            "Requirement already satisfied: timm==1.0.20 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 618)) (1.0.20)\n",
            "Requirement already satisfied: tinycss2==1.4.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 619)) (1.4.0)\n",
            "Requirement already satisfied: tld==0.13.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 620)) (0.13.1)\n",
            "Requirement already satisfied: tokenizers==0.22.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 621)) (0.22.1)\n",
            "Requirement already satisfied: toml==0.10.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 622)) (0.10.2)\n",
            "Requirement already satisfied: tomlkit==0.13.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 623)) (0.13.3)\n",
            "Requirement already satisfied: toolz==0.12.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 624)) (0.12.1)\n",
            "Requirement already satisfied: torch==2.8.0+cu126 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 625)) (2.8.0+cu126)\n",
            "Requirement already satisfied: torchao==0.10.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 626)) (0.10.0)\n",
            "Requirement already satisfied: torchaudio==2.8.0+cu126 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 627)) (2.8.0+cu126)\n",
            "Requirement already satisfied: torchdata==0.11.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 628)) (0.11.0)\n",
            "Requirement already satisfied: torchsummary==1.5.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 629)) (1.5.1)\n",
            "Requirement already satisfied: torchtune==0.6.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 630)) (0.6.1)\n",
            "Requirement already satisfied: torchvision==0.23.0+cu126 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 631)) (0.23.0+cu126)\n",
            "Requirement already satisfied: tornado==6.4.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 632)) (6.4.2)\n",
            "Requirement already satisfied: tqdm==4.67.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 633)) (4.67.1)\n",
            "Requirement already satisfied: trafilatura==2.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 634)) (2.0.0)\n",
            "Requirement already satisfied: traitlets==5.7.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 635)) (5.7.1)\n",
            "Requirement already satisfied: traittypes==0.2.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 636)) (0.2.1)\n",
            "Requirement already satisfied: transformers==4.56.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 637)) (4.56.2)\n",
            "Requirement already satisfied: treelite==4.4.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 638)) (4.4.1)\n",
            "Requirement already satisfied: treescope==0.1.10 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 639)) (0.1.10)\n",
            "Requirement already satisfied: triton==3.4.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 640)) (3.4.0)\n",
            "Requirement already satisfied: tsfresh==0.21.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 641)) (0.21.1)\n",
            "Requirement already satisfied: tweepy==4.16.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 642)) (4.16.0)\n",
            "Requirement already satisfied: typeguard==4.4.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 643)) (4.4.4)\n",
            "Requirement already satisfied: typer==0.19.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 644)) (0.19.2)\n",
            "Requirement already satisfied: types-python-dateutil==2.9.0.20250822 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 645)) (2.9.0.20250822)\n",
            "Requirement already satisfied: types-pytz==2025.2.0.20250809 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 646)) (2025.2.0.20250809)\n",
            "Requirement already satisfied: types-setuptools==80.9.0.20250822 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 647)) (80.9.0.20250822)\n",
            "Requirement already satisfied: typing-inspection==0.4.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 648)) (0.4.2)\n",
            "Requirement already satisfied: typing_extensions==4.15.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 649)) (4.15.0)\n",
            "Requirement already satisfied: tzdata==2025.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 650)) (2025.2)\n",
            "Requirement already satisfied: tzlocal==5.3.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 651)) (5.3.1)\n",
            "Requirement already satisfied: uc-micro-py==1.0.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 652)) (1.0.3)\n",
            "Requirement already satisfied: ucx-py-cu12==0.44.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 653)) (0.44.0)\n",
            "Requirement already satisfied: ucxx-cu12==0.44.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 654)) (0.44.0)\n",
            "Requirement already satisfied: umap-learn==0.5.9.post2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 655)) (0.5.9.post2)\n",
            "Requirement already satisfied: umf==0.11.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 656)) (0.11.0)\n",
            "Requirement already satisfied: uri-template==1.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 657)) (1.3.0)\n",
            "Requirement already satisfied: uritemplate==4.2.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 658)) (4.2.0)\n",
            "Requirement already satisfied: urllib3==2.5.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 659)) (2.5.0)\n",
            "Requirement already satisfied: uvicorn==0.37.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 660)) (0.37.0)\n",
            "Requirement already satisfied: vega-datasets==0.9.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 661)) (0.9.0)\n",
            "Requirement already satisfied: wadllib==1.3.6 in /usr/lib/python3/dist-packages (from -r requirements.txt (line 662)) (1.3.6)\n",
            "Requirement already satisfied: wandb==0.22.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 663)) (0.22.1)\n",
            "Requirement already satisfied: wasabi==1.1.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 664)) (1.1.3)\n",
            "Requirement already satisfied: watchdog==6.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 665)) (6.0.0)\n",
            "Requirement already satisfied: wcwidth==0.2.14 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 666)) (0.2.14)\n",
            "Requirement already satisfied: weasel==0.4.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 667)) (0.4.1)\n",
            "Requirement already satisfied: webcolors==24.11.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 668)) (24.11.1)\n",
            "Requirement already satisfied: webencodings==0.5.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 669)) (0.5.1)\n",
            "Requirement already satisfied: websocket-client==1.8.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 670)) (1.8.0)\n",
            "Requirement already satisfied: websockets==15.0.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 671)) (15.0.1)\n",
            "Requirement already satisfied: Werkzeug==3.1.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 672)) (3.1.3)\n",
            "Requirement already satisfied: wheel==0.45.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 673)) (0.45.1)\n",
            "Requirement already satisfied: widgetsnbextension==3.6.10 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 674)) (3.6.10)\n",
            "Requirement already satisfied: wordcloud==1.9.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 675)) (1.9.4)\n",
            "Requirement already satisfied: wrapt==1.17.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 676)) (1.17.3)\n",
            "Requirement already satisfied: wurlitzer==3.1.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 677)) (3.1.1)\n",
            "Requirement already satisfied: xarray==2025.9.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 678)) (2025.9.1)\n",
            "Requirement already satisfied: xarray-einstats==0.9.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 679)) (0.9.1)\n",
            "Requirement already satisfied: xgboost==3.0.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 680)) (3.0.5)\n",
            "Requirement already satisfied: xlrd==2.0.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 681)) (2.0.2)\n",
            "Requirement already satisfied: xxhash==3.5.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 682)) (3.5.0)\n",
            "Requirement already satisfied: xyzservices==2025.4.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 683)) (2025.4.0)\n",
            "Requirement already satisfied: yarl==1.20.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 684)) (1.20.1)\n",
            "Requirement already satisfied: ydf==0.13.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 685)) (0.13.0)\n",
            "Requirement already satisfied: yellowbrick==1.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 686)) (1.5)\n",
            "Requirement already satisfied: yfinance==0.2.66 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 687)) (0.2.66)\n",
            "Requirement already satisfied: zict==3.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 688)) (3.0.0)\n",
            "Requirement already satisfied: zipp==3.23.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 689)) (3.23.0)\n",
            "Requirement already satisfied: zstandard==0.25.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 690)) (0.25.0)\n",
            "Requirement already satisfied: pip in /usr/local/lib/python3.12/dist-packages (from fastai==2.8.4->-r requirements.txt (line 122)) (24.1.2)\n"
          ]
        }
      ],
      "source": [
        "!pip install -r requirements.txt --upgrade"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "id": "BZQ4J8xqdalK",
      "metadata": {
        "id": "BZQ4J8xqdalK"
      },
      "outputs": [],
      "source": [
        "import os\n",
        "from dotenv import load_dotenv\n",
        "from azure.ai.inference import ChatCompletionsClient\n",
        "from azure.core.credentials import AzureKeyCredential\n",
        "from azure.ai.inference.models import SystemMessage, UserMessage"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "id": "jgisP0TTbAT5",
      "metadata": {
        "id": "jgisP0TTbAT5"
      },
      "outputs": [],
      "source": [
        "load_dotenv(\".env\") # load biến môi trường từ file .env\n",
        "endpoint = \"https://models.github.ai/inference\"\n",
        "model = \"openai/gpt-4o-mini\"\n",
        "token = os.environ[\"GITHUB_TOKEN\"]\n",
        "\n",
        "client = ChatCompletionsClient(\n",
        "    endpoint=endpoint,\n",
        "    credential=AzureKeyCredential(token),\n",
        ")"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "0f031bce",
      "metadata": {
        "id": "0f031bce"
      },
      "source": [
        "## **I. Input & Preprocessing**"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "c45527e8",
      "metadata": {
        "id": "c45527e8"
      },
      "source": [
        "- Input: Một đoạn văn bản ngắn tiếng Việt.\n",
        "- Output: Đoạn văn bản tiếng Việt đã được tiền xử lý đưa về tiếng Việt chuẩn phổ thông."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "4437641d",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4437641d",
        "outputId": "3c9a3d0c-45be-4264-e579-2f1edf0b2d70"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Trời ơi, hôm nay nóng quá đi.  \n",
            "Tôi tin rằng biến đổi khí hậu đang làm thời tiết cực đoan hơn.  \n",
            "Bạn khỏe không?  \n",
            "Nhiệt độ toàn cầu đã tăng 1.1°C trong 100 năm qua.\n"
          ]
        }
      ],
      "source": [
        "import os\n",
        "from azure.ai.inference import ChatCompletionsClient\n",
        "from azure.ai.inference.models import SystemMessage, UserMessage\n",
        "from azure.core.credentials import AzureKeyCredential\n",
        "from dotenv import load_dotenv\n",
        "\n",
        "load_dotenv(\".env\") # load biến môi trường từ file .env\n",
        "\n",
        "SYSTEM_PROMPT = \"Ghi lại những gì người dùng nhập vào nhưng đúng chính tả và ngữ pháp. Đối với các từ viết tắt hãy ghi ra đầy đủ. Những từ lóng, teencode, từ tiếng Việt nhưng viết không dấu, ... hãy chuyển về ngôn ngữ phổ thông.\"\n",
        "\n",
        "INPUT_TEXT = \"\"\"Troi oi, hom nay nong qua di\n",
        "Tôi tin rằng biến đổi khí hậu đang làm thời tiết cực đoan hơn.\n",
        "Bn khỏe hông\n",
        "Nhiệt độ toàn cầu đã tăng 1.1°C trong 100 năm qua\"\"\"\n",
        "\n",
        "PROCESSED_TEXT = \"\"\n",
        "\n",
        "endpoint = \"https://models.github.ai/inference\"\n",
        "model = \"openai/gpt-4o-mini\"\n",
        "token = os.environ[\"GITHUB_TOKEN\"]\n",
        "\n",
        "client = ChatCompletionsClient(\n",
        "    endpoint=endpoint,\n",
        "    credential=AzureKeyCredential(token),\n",
        ")\n",
        "\n",
        "response = client.complete(\n",
        "    messages=[\n",
        "        SystemMessage(SYSTEM_PROMPT),\n",
        "        UserMessage(INPUT_TEXT),\n",
        "    ],\n",
        "    model=model\n",
        ")\n",
        "\n",
        "PROCESSED_TEXT=response.choices[0].message.content\n",
        "\n",
        "print(PROCESSED_TEXT)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "ec115d59",
      "metadata": {
        "id": "ec115d59"
      },
      "source": [
        "- [Hướng dẫn sử dụng API của Github hỗ trợ](https://www.youtube.com/watch?v=YP8mV_2RDLc)\n",
        "- [Github Models Usage Guide](https://docs.github.com/en/github-models/use-github-models/prototyping-with-ai-models#rate-limits)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "hOLiVBpZgKIy",
      "metadata": {
        "id": "hOLiVBpZgKIy"
      },
      "source": [
        "## **II. Claim Detection**"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "HFuuhRFWgTB2",
      "metadata": {
        "id": "HFuuhRFWgTB2"
      },
      "source": [
        "- Input: Đoạn văn bản tiếng Việt đã được tiền xử lý đưa về tiếng Việt chuẩn phổ thông.\n",
        "- Output: Đoạn văn bản chứa các claim (khẳng định, luận điểm, sự thật có thể kiểm chứng) đã lược bỏ phần dư thừa và không cần thiết."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "id": "0jkUpzEPhFLT",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0jkUpzEPhFLT",
        "outputId": "7d853bac-faf5-41d9-9e9d-c5de44e318e8"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Biến đổi khí hậu đang làm thời tiết cực đoan hơn.  \n",
            "Nhiệt độ toàn cầu đã tăng 1.1°C trong 100 năm qua.\n"
          ]
        }
      ],
      "source": [
        "import os\n",
        "from azure.ai.inference import ChatCompletionsClient\n",
        "from azure.ai.inference.models import SystemMessage, UserMessage\n",
        "from azure.core.credentials import AzureKeyCredential\n",
        "\n",
        "SYSTEM_PROMPT = \"\"\"\n",
        "Bạn là mô-đun Claim Detection.\n",
        "\n",
        "Nhiệm vụ:\n",
        "- Giữ lại và trả về những câu có chứa claim: phát biểu khẳng định, luận điểm hoặc sự thật có thể kiểm chứng đúng/sai.\n",
        "- Bỏ đi các câu cảm thán, chào hỏi, xã giao hoặc câu không chứa claim.\n",
        "\n",
        "Yêu cầu chi tiết:\n",
        "- Một claim phải là một mệnh đề có thông tin khách quan, có thể kiểm chứng được (fact hoặc assertion).\n",
        "- Nếu câu có chứa từ ngữ như \"tôi tin rằng\", \"theo tôi nghĩ\", \"có lẽ\", hãy bỏ phần mở đầu đó và chỉ giữ lại nội dung khẳng định chính.\n",
        "- Kết quả cần giữ nguyên ngữ pháp, chính tả, tiếng Việt chuẩn.\"\"\"\n",
        "\n",
        "CLAIM_TEXT = \"\"\n",
        "\n",
        "endpoint = \"https://models.github.ai/inference\"\n",
        "model = \"openai/gpt-4o-mini\"\n",
        "token = os.environ[\"GITHUB_TOKEN\"]\n",
        "\n",
        "client = ChatCompletionsClient(\n",
        "    endpoint=endpoint,\n",
        "    credential=AzureKeyCredential(token),\n",
        ")\n",
        "\n",
        "response = client.complete(\n",
        "    messages=[\n",
        "        SystemMessage(SYSTEM_PROMPT),\n",
        "        UserMessage(PROCESSED_TEXT),\n",
        "    ],\n",
        "    model=model\n",
        ")\n",
        "\n",
        "CLAIM_TEXT = response.choices[0].message.content\n",
        "\n",
        "print(CLAIM_TEXT)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "0f1cf172",
      "metadata": {
        "id": "0f1cf172"
      },
      "source": [
        "## **III. Document Retrieval**"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "6327787c",
      "metadata": {
        "id": "6327787c"
      },
      "source": [
        "- Input: Danh sách các claim (chuỗi văn bản tiếng Việt ngắn) được tạo ra từ Module 2 (sau khi đã tiền xử lý và tách các khẳng định có thể kiểm chứng).\n",
        "- Output: Tập hợp kết quả truy xuất tài liệu cho từng claim bao gồm tiêu đề, đường dẫn, và đoạn mô tả ngắn (snippet) của các bài viết từ Google Search."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "id": "chEmUUxHSFj_",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "chEmUUxHSFj_",
        "outputId": "5f86d151-f71b-4ffd-91a7-7b3dfe215b85"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Collecting tldextract\n",
            "  Downloading tldextract-5.3.0-py3-none-any.whl.metadata (11 kB)\n",
            "Requirement already satisfied: idna in /usr/local/lib/python3.12/dist-packages (from tldextract) (3.10)\n",
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            "Collecting requests-file>=1.4 (from tldextract)\n",
            "  Downloading requests_file-3.0.1-py2.py3-none-any.whl.metadata (1.7 kB)\n",
            "Requirement already satisfied: filelock>=3.0.8 in /usr/local/lib/python3.12/dist-packages (from tldextract) (3.19.1)\n",
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            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.12/dist-packages (from requests>=2.1.0->tldextract) (2025.8.3)\n",
            "Downloading tldextract-5.3.0-py3-none-any.whl (107 kB)\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m107.4/107.4 kB\u001b[0m \u001b[31m3.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hDownloading requests_file-3.0.1-py2.py3-none-any.whl (4.5 kB)\n",
            "Installing collected packages: requests-file, tldextract\n",
            "Successfully installed requests-file-3.0.1 tldextract-5.3.0\n",
            "Collecting ddgs\n",
            "  Downloading ddgs-9.6.1-py3-none-any.whl.metadata (18 kB)\n",
            "Requirement already satisfied: click>=8.1.8 in /usr/local/lib/python3.12/dist-packages (from ddgs) (8.3.0)\n",
            "Collecting primp>=0.15.0 (from ddgs)\n",
            "  Downloading primp-0.15.0-cp38-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (13 kB)\n",
            "Collecting lxml>=6.0.0 (from ddgs)\n",
            "  Downloading lxml-6.0.2-cp312-cp312-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl.metadata (3.6 kB)\n",
            "Requirement already satisfied: httpx>=0.28.1 in /usr/local/lib/python3.12/dist-packages (from httpx[brotli,http2,socks]>=0.28.1->ddgs) (0.28.1)\n",
            "Requirement already satisfied: anyio in /usr/local/lib/python3.12/dist-packages (from httpx>=0.28.1->httpx[brotli,http2,socks]>=0.28.1->ddgs) (4.11.0)\n",
            "Requirement already satisfied: certifi in /usr/local/lib/python3.12/dist-packages (from httpx>=0.28.1->httpx[brotli,http2,socks]>=0.28.1->ddgs) (2025.8.3)\n",
            "Requirement already satisfied: httpcore==1.* in /usr/local/lib/python3.12/dist-packages (from httpx>=0.28.1->httpx[brotli,http2,socks]>=0.28.1->ddgs) (1.0.9)\n",
            "Requirement already satisfied: idna in /usr/local/lib/python3.12/dist-packages (from httpx>=0.28.1->httpx[brotli,http2,socks]>=0.28.1->ddgs) (3.10)\n",
            "Requirement already satisfied: h11>=0.16 in /usr/local/lib/python3.12/dist-packages (from httpcore==1.*->httpx>=0.28.1->httpx[brotli,http2,socks]>=0.28.1->ddgs) (0.16.0)\n",
            "Requirement already satisfied: brotli in /usr/local/lib/python3.12/dist-packages (from httpx[brotli,http2,socks]>=0.28.1->ddgs) (1.1.0)\n",
            "Requirement already satisfied: h2<5,>=3 in /usr/local/lib/python3.12/dist-packages (from httpx[brotli,http2,socks]>=0.28.1->ddgs) (4.3.0)\n",
            "Collecting socksio==1.* (from httpx[brotli,http2,socks]>=0.28.1->ddgs)\n",
            "  Downloading socksio-1.0.0-py3-none-any.whl.metadata (6.1 kB)\n",
            "Requirement already satisfied: hyperframe<7,>=6.1 in /usr/local/lib/python3.12/dist-packages (from h2<5,>=3->httpx[brotli,http2,socks]>=0.28.1->ddgs) (6.1.0)\n",
            "Requirement already satisfied: hpack<5,>=4.1 in /usr/local/lib/python3.12/dist-packages (from h2<5,>=3->httpx[brotli,http2,socks]>=0.28.1->ddgs) (4.1.0)\n",
            "Requirement already satisfied: sniffio>=1.1 in /usr/local/lib/python3.12/dist-packages (from anyio->httpx>=0.28.1->httpx[brotli,http2,socks]>=0.28.1->ddgs) (1.3.1)\n",
            "Requirement already satisfied: typing_extensions>=4.5 in /usr/local/lib/python3.12/dist-packages (from anyio->httpx>=0.28.1->httpx[brotli,http2,socks]>=0.28.1->ddgs) (4.15.0)\n",
            "Downloading ddgs-9.6.1-py3-none-any.whl (41 kB)\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m41.6/41.6 kB\u001b[0m \u001b[31m1.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hDownloading socksio-1.0.0-py3-none-any.whl (12 kB)\n",
            "Downloading lxml-6.0.2-cp312-cp312-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl (5.3 MB)\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m5.3/5.3 MB\u001b[0m \u001b[31m39.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hDownloading primp-0.15.0-cp38-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.3 MB)\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.3/3.3 MB\u001b[0m \u001b[31m74.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hInstalling collected packages: socksio, primp, lxml, ddgs\n",
            "  Attempting uninstall: lxml\n",
            "    Found existing installation: lxml 5.4.0\n",
            "    Uninstalling lxml-5.4.0:\n",
            "      Successfully uninstalled lxml-5.4.0\n",
            "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
            "htmldate 1.9.3 requires lxml<6,>=5.3.0; platform_system != \"Darwin\" or python_version > \"3.8\", but you have lxml 6.0.2 which is incompatible.\u001b[0m\u001b[31m\n",
            "\u001b[0mSuccessfully installed ddgs-9.6.1 lxml-6.0.2 primp-0.15.0 socksio-1.0.0\n"
          ]
        }
      ],
      "source": [
        "!pip install tldextract\n",
        "!pip install ddgs"
      ]
    },
    {
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      "id": "18c52c1a",
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      "source": [
        "import os\n",
        "import json\n",
        "import re\n",
        "import time\n",
        "from dotenv import load_dotenv\n",
        "from tqdm import tqdm\n",
        "from concurrent.futures import ThreadPoolExecutor, as_completed\n",
        "import tldextract\n",
        "from sentence_transformers import SentenceTransformer, util\n",
        "from ddgs import DDGS\n",
        "\n",
        "from azure.ai.inference import ChatCompletionsClient\n",
        "from azure.ai.inference.models import SystemMessage, UserMessage\n",
        "from azure.core.credentials import AzureKeyCredential\n",
        "\n",
        "load_dotenv()\n",
        "embedder = SentenceTransformer(\"keepitreal/vietnamese-sbert\")\n",
        "GITHUB_TOKEN = os.getenv(\"GITHUB_TOKEN\")\n",
        "\n",
        "MODEL = \"openai/gpt-4o-mini\"\n",
        "client = ChatCompletionsClient(\n",
        "    endpoint=\"https://models.github.ai/inference\",\n",
        "    credential=AzureKeyCredential(GITHUB_TOKEN),\n",
        ")\n",
        "\n",
        "TRUSTED_DOMAINS = [\n",
        "    # Việt Nam\n",
        "    \"vnexpress.net\", \"tuoitre.vn\", \"thanhnien.vn\", \"nhandan.vn\",\n",
        "    \"moh.gov.vn\", \"suckhoedoisong.vn\", \"zingnews.vn\",\n",
        "    \"vietnamnet.vn\", \"baochinhphu.vn\", \"cafef.vn\", \"monre.gov.vn\",\n",
        "\n",
        "    # Quốc tế\n",
        "    \"bbc.com\", \"reuters.com\", \"apnews.com\", \"theguardian.com\",\n",
        "    \"cnn.com\", \"nytimes.com\", \"who.int\", \"un.org\",\n",
        "    \"worldbank.org\", \"nature.com\", \"sciencedirect.com\"\n",
        "]\n",
        "\n",
        "BAD_DOMAINS = [\n",
        "    # Blog cá nhân & nền tảng tạo blog miễn phí\n",
        "    \"blogspot\", \"wordpress\", \"weebly\", \"wixsite\", \"jimdo\", \"tumblr\",\n",
        "\n",
        "    # Mạng xã hội & chia sẻ video\n",
        "    \"facebook\", \"twitter\", \"tiktok\", \"instagram\", \"youtube\", \"reddit\", \"pinterest\",\n",
        "\n",
        "    # Diễn đàn, hỏi đáp, chia sẻ linh tinh\n",
        "    \"voz.vn\", \"quora\", \"reddit\", \"kenh14\", \"webtretho\", \"otofun\", \"tinhte.vn\",\n",
        "\n",
        "    # Trang từ điển / wiki không chính thống\n",
        "    \"tudientiengviet\", \"wiktionary\", \"vi.wiktionary\", \"tratu.soha.vn\", \"vdict\",\n",
        "\n",
        "    # Trang học sinh – chia sẻ bài làm / học liệu chưa kiểm chứng\n",
        "    \"hocmai\", \"loigiaihay\", \"olm.vn\", \"giaibaitap\", \"baitap123\", \"hoc24\",\n",
        "\n",
        "    # Nguồn tin rác / spam nội dung tổng hợp\n",
        "    \"eva.vn\", \"2sao.vn\", \"afamily.vn\", \"tiin.vn\", \"yeah1\", \"bestie.vn\", \"blogtamsu\",\n",
        "]\n",
        "\n",
        "# 1. Sinh truy vấn mở rộng (tự động hoặc thủ công)\n",
        "def expand_query(claim: str) -> list[str]:\n",
        "    \"\"\"Sinh các biến thể tìm kiếm từ claim.\"\"\"\n",
        "    prompt = f\"\"\"\n",
        "    Sinh ra 3-5 phiên bản khác nhau của câu truy vấn sau để tìm kiếm web.\n",
        "    - Viết lại tự nhiên, cùng nghĩa.\n",
        "    - Không thêm ý mới.\n",
        "    - Giữ ngắn gọn, phù hợp tìm kiếm.\n",
        "\n",
        "    Truy vấn gốc: \"{claim}\"\n",
        "\n",
        "    Trả về JSON array duy nhất như:\n",
        "    [\"biến thể 1\", \"biến thể 2\", \"biến thể 3\", ...]\n",
        "    \"\"\"\n",
        "\n",
        "    response = client.complete(\n",
        "        messages=[\n",
        "            SystemMessage(\"Bạn chỉ trả về JSON array, KHÔNG có giải thích.\"),\n",
        "            UserMessage(prompt)\n",
        "        ],\n",
        "        model=MODEL,\n",
        "        temperature=0.7\n",
        "    )\n",
        "\n",
        "    content = response.choices[0].message.content.strip()\n",
        "\n",
        "    try:\n",
        "        expanded = json.loads(content)\n",
        "        if not isinstance(expanded, list):\n",
        "            raise ValueError\n",
        "    except Exception:\n",
        "        m = re.search(r'\\[.*\\]', content, re.S)\n",
        "        expanded = json.loads(m.group(0)) if m else [claim]\n",
        "\n",
        "    expanded += [\n",
        "        claim,\n",
        "        f\"{claim} site:vnexpress.net OR site:tuoitre.vn OR site:thanhnien.vn \"\n",
        "        f\"OR site:nhandan.vn OR site:moh.gov.vn OR site:suckhoedoisong.vn\"\n",
        "    ]\n",
        "    return list(dict.fromkeys(expanded))\n",
        "\n",
        "# 2. DuckDuckGo Search\n",
        "def duckduckgo_search(query: str, num_results: int = 5) -> list[dict]:\n",
        "    results = []\n",
        "    try:\n",
        "        with DDGS() as ddgs:\n",
        "            for r in ddgs.text(query, max_results=num_results):\n",
        "                results.append({\n",
        "                    \"title\": r.get(\"title\", \"\"),\n",
        "                    \"link\": r.get(\"href\", \"\"),\n",
        "                    \"snippet\": r.get(\"body\", \"\")\n",
        "                })\n",
        "    except Exception as e:\n",
        "        print(f\"[DuckDuckGo error] {query[:40]}...: {e}\")\n",
        "    return results[:num_results]\n",
        "\n",
        "# 3. Tính độ tin cậy (Trust Score)\n",
        "def compute_trust_score(claim: str, source: dict) -> float:\n",
        "    \"\"\"Tính điểm tin cậy (trust_score) cho nguồn tin dựa trên:\n",
        "    - sim: độ tương đồng ngữ nghĩa giữa claim và snippet (0–1)\n",
        "    - overlap: tỉ lệ trùng lặp từ khóa giữa claim và snippet\n",
        "    - domain_bonus: cộng điểm nếu domain uy tín (+0.25)\n",
        "    - penalty: trừ điểm nếu domain kém tin cậy (-0.3)\n",
        "    - lang_bonus: cộng nếu snippet là tiếng Việt (+0.1), trừ nếu không (-0.1)\n",
        "    => trust_score = 0.5*sim + 0.2*overlap + domain_bonus + lang_bonus - penalty\n",
        "    (giới hạn trong [0,1])\n",
        "    \"\"\"\n",
        "    link = source.get(\"link\", \"\")\n",
        "    snippet = source.get(\"snippet\", \"\")\n",
        "    domain = tldextract.extract(link).top_domain_under_public_suffix\n",
        "\n",
        "    # Semantic similarity\n",
        "    try:\n",
        "        emb_claim = embedder.encode(claim, convert_to_tensor=True)\n",
        "        emb_snip = embedder.encode(snippet, convert_to_tensor=True)\n",
        "        sim = util.cos_sim(emb_claim, emb_snip).item()\n",
        "    except Exception:\n",
        "        sim = 0.0\n",
        "\n",
        "    # Keyword overlap\n",
        "    claim_words = set(re.findall(r'\\w+', claim.lower()))\n",
        "    snip_words = set(re.findall(r'\\w+', snippet.lower()))\n",
        "    overlap = len(claim_words & snip_words) / len(claim_words) if claim_words else 0\n",
        "\n",
        "    # Domain-based reward / penalty\n",
        "    domain_bonus = 0\n",
        "    penalty = 0\n",
        "\n",
        "    if any(d in domain for d in TRUSTED_DOMAINS):\n",
        "        domain_bonus += 0.25\n",
        "    elif any(d in domain for d in BAD_DOMAINS):\n",
        "        penalty += 0.3\n",
        "\n",
        "    # Language bonus (phát hiện tiếng Việt)\n",
        "    vietnamese_chars = re.findall(r'[àáạảãâầấậẩẫăằắặẳẵèéẹẻẽêềếệểễìíịỉĩòóọỏõôồốộổỗơờớợởỡùúụủũưừứựửữỳýỵỷỹđ]', snippet)\n",
        "    lang_bonus = 0.1 if len(vietnamese_chars) > 5 else -0.1  # trừ nếu snippet không phải tiếng Việt\n",
        "\n",
        "    # Tổng hợp (chuẩn hóa 0–1)\n",
        "    trust_score = 0.5 * sim + 0.2 * overlap + domain_bonus + lang_bonus - penalty\n",
        "    trust_score = max(0, min(trust_score, 1))  # giới hạn [0,1]\n",
        "    return round(trust_score, 3)\n",
        "\n",
        "# 4. Pipeline cho 1 claim\n",
        "def process_claim(claim: str) -> list[dict]:\n",
        "    queries = expand_query(claim)\n",
        "    print(f\"\\n=== Claim: {claim}\")\n",
        "    print(f\"Sinh {len(queries)} truy vấn mở rộng.\\n\")\n",
        "\n",
        "    results = []\n",
        "    with ThreadPoolExecutor(max_workers=4) as executor:\n",
        "        futures = {executor.submit(duckduckgo_search, q): q for q in queries}\n",
        "        for f in tqdm(as_completed(futures), total=len(futures), desc=f\"Tìm kiếm '{claim[:40]}...'\"):\n",
        "            results.extend(f.result())\n",
        "            time.sleep(0.1)\n",
        "\n",
        "    # Lọc trùng link và loại bỏ link không hợp lệ\n",
        "    filtered = []\n",
        "    seen = set()\n",
        "    for r in results:\n",
        "        link = r.get(\"link\")\n",
        "        if not link or not link.startswith(\"http\"):\n",
        "            continue\n",
        "        if link in seen:\n",
        "            continue\n",
        "        seen.add(link)\n",
        "\n",
        "        domain = tldextract.extract(link).top_domain_under_public_suffix\n",
        "\n",
        "        if not domain:  # bỏ link rác\n",
        "            continue\n",
        "\n",
        "        filtered.append(r)\n",
        "\n",
        "    # Tính trust score\n",
        "    for src in filtered:\n",
        "        src[\"trust_score\"] = compute_trust_score(claim, src)\n",
        "\n",
        "    sorted_sources = sorted(filtered, key=lambda x: x[\"trust_score\"], reverse=True)\n",
        "    return sorted_sources[:5]\n",
        "\n",
        "# 5. Chạy toàn bộ pipeline\n",
        "def run_pipeline(claims: list[str]):\n",
        "    all_results = []\n",
        "    for claim in claims:\n",
        "        claim = claim.strip()\n",
        "        if not claim:\n",
        "            continue\n",
        "        sources = process_claim(claim)\n",
        "        all_results.append({\n",
        "            \"claim\": claim,\n",
        "            \"sources\": sources\n",
        "        })\n",
        "\n",
        "    output_file = \"document_retrieval_results_duckduckgo_v2.json\"\n",
        "    with open(output_file, \"w\", encoding=\"utf-8\") as f:\n",
        "        json.dump(all_results, f, ensure_ascii=False, indent=2)\n",
        "    print(f\"\\nHoàn tất! Kết quả được lưu tại: {output_file}\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "id": "771734e4",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 364
        },
        "id": "771734e4",
        "outputId": "b38ee606-3d52-44fc-9064-0fb4986103b8"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "=== Claim: Biến đổi khí hậu đang làm thời tiết cực đoan hơn.\n",
            "Sinh 7 truy vấn mở rộng.\n",
            "\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\n",
            "Tìm kiếm 'Biến đổi khí hậu đang làm thời tiết cực ...':   0%|          | 0/7 [00:00<?, ?it/s]\u001b[A\n",
            "Tìm kiếm 'Biến đổi khí hậu đang làm thời tiết cực ...':  14%|█▍        | 1/7 [00:00<00:04,  1.22it/s]\u001b[A\n",
            "Tìm kiếm 'Biến đổi khí hậu đang làm thời tiết cực ...':  29%|██▊       | 2/7 [00:02<00:05,  1.07s/it]\u001b[A\n",
            "Tìm kiếm 'Biến đổi khí hậu đang làm thời tiết cực ...':  43%|████▎     | 3/7 [00:02<00:03,  1.09it/s]\u001b[A\n",
            "Tìm kiếm 'Biến đổi khí hậu đang làm thời tiết cực ...':  57%|█████▋    | 4/7 [00:02<00:01,  1.66it/s]\u001b[A\n",
            "Tìm kiếm 'Biến đổi khí hậu đang làm thời tiết cực ...':  71%|███████▏  | 5/7 [00:03<00:00,  2.36it/s]\u001b[A\n",
            "Tìm kiếm 'Biến đổi khí hậu đang làm thời tiết cực ...':  86%|████████▌ | 6/7 [00:03<00:00,  1.79it/s]\u001b[A\n",
            "Tìm kiếm 'Biến đổi khí hậu đang làm thời tiết cực ...': 100%|██████████| 7/7 [00:03<00:00,  1.77it/s]\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "=== Claim: Nhiệt độ toàn cầu đã tăng 1.1°C trong 100 năm qua.\n",
            "Sinh 6 truy vấn mở rộng.\n",
            "\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "Tìm kiếm 'Nhiệt độ toàn cầu đã tăng 1.1°C trong 10...': 100%|██████████| 6/6 [00:02<00:00,  2.33it/s]\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "Hoàn tất! Kết quả được lưu tại: document_retrieval_results_duckduckgo_v2.json\n"
          ]
        }
      ],
      "source": [
        "claims = [c.strip() for c in CLAIM_TEXT.split(\"\\n\") if c.strip()]\n",
        "run_pipeline(claims)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "vBPv5pmkHG9P",
      "metadata": {
        "id": "vBPv5pmkHG9P"
      },
      "source": [
        "## **IV. Evidence Selection**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "id": "IAxlvGzQULAZ",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "IAxlvGzQULAZ",
        "outputId": "fbd70998-166f-41e4-db39-b5ce26cabb65"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: playwright in /usr/local/lib/python3.12/dist-packages (1.55.0)\n",
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            "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.12/dist-packages (from pyee<14,>=13->playwright) (4.15.0)\n",
            "Collecting playwright-stealth\n",
            "  Downloading playwright_stealth-2.0.0-py3-none-any.whl.metadata (4.0 kB)\n",
            "Requirement already satisfied: playwright<2.0.0,>=1.0.0 in /usr/local/lib/python3.12/dist-packages (from playwright-stealth) (1.55.0)\n",
            "Requirement already satisfied: pyee<14,>=13 in /usr/local/lib/python3.12/dist-packages (from playwright<2.0.0,>=1.0.0->playwright-stealth) (13.0.0)\n",
            "Requirement already satisfied: greenlet<4.0.0,>=3.1.1 in /usr/local/lib/python3.12/dist-packages (from playwright<2.0.0,>=1.0.0->playwright-stealth) (3.2.4)\n",
            "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.12/dist-packages (from pyee<14,>=13->playwright<2.0.0,>=1.0.0->playwright-stealth) (4.15.0)\n",
            "Downloading playwright_stealth-2.0.0-py3-none-any.whl (32 kB)\n",
            "Installing collected packages: playwright-stealth\n",
            "Successfully installed playwright-stealth-2.0.0\n",
            "Downloading Chromium 140.0.7339.16 (playwright build v1187)\u001b[2m from https://cdn.playwright.dev/dbazure/download/playwright/builds/chromium/1187/chromium-linux.zip\u001b[22m\n",
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            "Chromium 140.0.7339.16 (playwright build v1187) downloaded to /root/.cache/ms-playwright/chromium-1187\n",
            "Downloading Chromium Headless Shell 140.0.7339.16 (playwright build v1187)\u001b[2m from https://cdn.playwright.dev/dbazure/download/playwright/builds/chromium/1187/chromium-headless-shell-linux.zip\u001b[22m\n",
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            "Chromium Headless Shell 140.0.7339.16 (playwright build v1187) downloaded to /root/.cache/ms-playwright/chromium_headless_shell-1187\n",
            "Downloading Firefox 141.0 (playwright build v1490)\u001b[2m from https://cdn.playwright.dev/dbazure/download/playwright/builds/firefox/1490/firefox-ubuntu-22.04.zip\u001b[22m\n",
            "\u001b[1G96 MiB [] 0% 0.0s\u001b[0K\u001b[1G96 MiB [] 0% 26.5s\u001b[0K\u001b[1G96 MiB [] 0% 13.9s\u001b[0K\u001b[1G96 MiB [] 0% 13.1s\u001b[0K\u001b[1G96 MiB [] 0% 9.7s\u001b[0K\u001b[1G96 MiB [] 1% 8.5s\u001b[0K\u001b[1G96 MiB [] 1% 7.4s\u001b[0K\u001b[1G96 MiB [] 1% 7.0s\u001b[0K\u001b[1G96 MiB [] 2% 6.3s\u001b[0K\u001b[1G96 MiB [] 2% 6.4s\u001b[0K\u001b[1G96 MiB [] 3% 5.2s\u001b[0K\u001b[1G96 MiB [] 4% 4.4s\u001b[0K\u001b[1G96 MiB [] 6% 3.4s\u001b[0K\u001b[1G96 MiB [] 7% 3.0s\u001b[0K\u001b[1G96 MiB [] 9% 2.8s\u001b[0K\u001b[1G96 MiB [] 10% 2.6s\u001b[0K\u001b[1G96 MiB [] 11% 2.5s\u001b[0K\u001b[1G96 MiB [] 12% 2.3s\u001b[0K\u001b[1G96 MiB [] 14% 2.1s\u001b[0K\u001b[1G96 MiB [] 15% 2.1s\u001b[0K\u001b[1G96 MiB [] 16% 1.9s\u001b[0K\u001b[1G96 MiB [] 17% 1.9s\u001b[0K\u001b[1G96 MiB [] 19% 1.7s\u001b[0K\u001b[1G96 MiB [] 20% 1.7s\u001b[0K\u001b[1G96 MiB [] 21% 1.7s\u001b[0K\u001b[1G96 MiB [] 22% 1.6s\u001b[0K\u001b[1G96 MiB [] 25% 1.4s\u001b[0K\u001b[1G96 MiB [] 27% 1.3s\u001b[0K\u001b[1G96 MiB [] 29% 1.2s\u001b[0K\u001b[1G96 MiB [] 32% 1.1s\u001b[0K\u001b[1G96 MiB [] 33% 1.1s\u001b[0K\u001b[1G96 MiB [] 35% 1.0s\u001b[0K\u001b[1G96 MiB [] 38% 0.9s\u001b[0K\u001b[1G96 MiB [] 39% 0.9s\u001b[0K\u001b[1G96 MiB [] 40% 0.9s\u001b[0K\u001b[1G96 MiB [] 43% 0.8s\u001b[0K\u001b[1G96 MiB [] 44% 0.8s\u001b[0K\u001b[1G96 MiB [] 47% 0.7s\u001b[0K\u001b[1G96 MiB [] 50% 0.7s\u001b[0K\u001b[1G96 MiB [] 52% 0.6s\u001b[0K\u001b[1G96 MiB [] 55% 0.6s\u001b[0K\u001b[1G96 MiB [] 58% 0.5s\u001b[0K\u001b[1G96 MiB [] 61% 0.5s\u001b[0K\u001b[1G96 MiB [] 63% 0.4s\u001b[0K\u001b[1G96 MiB [] 65% 0.4s\u001b[0K\u001b[1G96 MiB [] 68% 0.4s\u001b[0K\u001b[1G96 MiB [] 71% 0.3s\u001b[0K\u001b[1G96 MiB [] 74% 0.3s\u001b[0K\u001b[1G96 MiB [] 76% 0.3s\u001b[0K\u001b[1G96 MiB [] 79% 0.2s\u001b[0K\u001b[1G96 MiB [] 82% 0.2s\u001b[0K\u001b[1G96 MiB [] 85% 0.2s\u001b[0K\u001b[1G96 MiB [] 87% 0.1s\u001b[0K\u001b[1G96 MiB [] 89% 0.1s\u001b[0K\u001b[1G96 MiB [] 90% 0.1s\u001b[0K\u001b[1G96 MiB [] 91% 0.1s\u001b[0K\u001b[1G96 MiB [] 93% 0.1s\u001b[0K\u001b[1G96 MiB [] 94% 0.1s\u001b[0K\u001b[1G96 MiB [] 96% 0.0s\u001b[0K\u001b[1G96 MiB [] 98% 0.0s\u001b[0K\u001b[1G96 MiB [] 99% 0.0s\u001b[0K\u001b[1G96 MiB [] 100% 0.0s\u001b[0K\n",
            "Firefox 141.0 (playwright build v1490) downloaded to /root/.cache/ms-playwright/firefox-1490\n",
            "Downloading Webkit 26.0 (playwright build v2203)\u001b[2m from https://cdn.playwright.dev/dbazure/download/playwright/builds/webkit/2203/webkit-ubuntu-22.04.zip\u001b[22m\n",
            "\u001b[1G94.6 MiB [] 0% 0.0s\u001b[0K\u001b[1G94.6 MiB [] 0% 16.4s\u001b[0K\u001b[1G94.6 MiB [] 0% 16.3s\u001b[0K\u001b[1G94.6 MiB [] 0% 12.7s\u001b[0K\u001b[1G94.6 MiB [] 0% 8.8s\u001b[0K\u001b[1G94.6 MiB [] 1% 5.9s\u001b[0K\u001b[1G94.6 MiB [] 2% 4.1s\u001b[0K\u001b[1G94.6 MiB [] 3% 3.0s\u001b[0K\u001b[1G94.6 MiB [] 5% 2.3s\u001b[0K\u001b[1G94.6 MiB [] 6% 2.0s\u001b[0K\u001b[1G94.6 MiB [] 8% 1.8s\u001b[0K\u001b[1G94.6 MiB [] 9% 1.7s\u001b[0K\u001b[1G94.6 MiB [] 9% 1.8s\u001b[0K\u001b[1G94.6 MiB [] 10% 1.8s\u001b[0K\u001b[1G94.6 MiB [] 11% 1.7s\u001b[0K\u001b[1G94.6 MiB [] 12% 1.6s\u001b[0K\u001b[1G94.6 MiB [] 14% 1.6s\u001b[0K\u001b[1G94.6 MiB [] 15% 1.5s\u001b[0K\u001b[1G94.6 MiB [] 17% 1.4s\u001b[0K\u001b[1G94.6 MiB [] 18% 1.4s\u001b[0K\u001b[1G94.6 MiB [] 18% 1.9s\u001b[0K\u001b[1G94.6 MiB [] 18% 3.0s\u001b[0K\u001b[1G94.6 MiB [] 19% 12.1s\u001b[0K\u001b[1G94.6 MiB [] 19% 12.2s\u001b[0K\u001b[1G94.6 MiB [] 19% 12.3s\u001b[0K\u001b[1G94.6 MiB [] 20% 12.3s\u001b[0K\u001b[1G94.6 MiB [] 20% 12.2s\u001b[0K\u001b[1G94.6 MiB [] 20% 12.3s\u001b[0K\u001b[1G94.6 MiB [] 20% 12.4s\u001b[0K\u001b[1G94.6 MiB [] 21% 12.5s\u001b[0K\u001b[1G94.6 MiB [] 22% 11.2s\u001b[0K\u001b[1G94.6 MiB [] 24% 10.1s\u001b[0K\u001b[1G94.6 MiB [] 27% 8.9s\u001b[0K\u001b[1G94.6 MiB [] 28% 8.4s\u001b[0K\u001b[1G94.6 MiB [] 29% 8.1s\u001b[0K\u001b[1G94.6 MiB [] 30% 7.8s\u001b[0K\u001b[1G94.6 MiB [] 31% 7.5s\u001b[0K\u001b[1G94.6 MiB [] 32% 7.2s\u001b[0K\u001b[1G94.6 MiB [] 33% 7.0s\u001b[0K\u001b[1G94.6 MiB [] 34% 6.7s\u001b[0K\u001b[1G94.6 MiB [] 35% 6.5s\u001b[0K\u001b[1G94.6 MiB [] 37% 5.9s\u001b[0K\u001b[1G94.6 MiB [] 38% 5.6s\u001b[0K\u001b[1G94.6 MiB [] 40% 5.3s\u001b[0K\u001b[1G94.6 MiB [] 40% 5.2s\u001b[0K\u001b[1G94.6 MiB [] 42% 5.0s\u001b[0K\u001b[1G94.6 MiB [] 45% 4.4s\u001b[0K\u001b[1G94.6 MiB [] 47% 4.1s\u001b[0K\u001b[1G94.6 MiB [] 48% 3.8s\u001b[0K\u001b[1G94.6 MiB [] 50% 3.6s\u001b[0K\u001b[1G94.6 MiB [] 51% 3.5s\u001b[0K\u001b[1G94.6 MiB [] 52% 3.3s\u001b[0K\u001b[1G94.6 MiB [] 55% 3.0s\u001b[0K\u001b[1G94.6 MiB [] 58% 2.7s\u001b[0K\u001b[1G94.6 MiB [] 60% 2.4s\u001b[0K\u001b[1G94.6 MiB [] 62% 2.2s\u001b[0K\u001b[1G94.6 MiB [] 64% 2.1s\u001b[0K\u001b[1G94.6 MiB [] 66% 1.9s\u001b[0K\u001b[1G94.6 MiB [] 68% 1.8s\u001b[0K\u001b[1G94.6 MiB [] 69% 1.7s\u001b[0K\u001b[1G94.6 MiB [] 71% 1.5s\u001b[0K\u001b[1G94.6 MiB [] 74% 1.3s\u001b[0K\u001b[1G94.6 MiB [] 77% 1.2s\u001b[0K\u001b[1G94.6 MiB [] 79% 1.0s\u001b[0K\u001b[1G94.6 MiB [] 82% 0.8s\u001b[0K\u001b[1G94.6 MiB [] 84% 0.7s\u001b[0K\u001b[1G94.6 MiB [] 87% 0.6s\u001b[0K\u001b[1G94.6 MiB [] 89% 0.5s\u001b[0K\u001b[1G94.6 MiB [] 90% 0.4s\u001b[0K\u001b[1G94.6 MiB [] 91% 0.4s\u001b[0K\u001b[1G94.6 MiB [] 93% 0.3s\u001b[0K\u001b[1G94.6 MiB [] 96% 0.1s\u001b[0K\u001b[1G94.6 MiB [] 98% 0.1s\u001b[0K\u001b[1G94.6 MiB [] 99% 0.0s\u001b[0K\u001b[1G94.6 MiB [] 100% 0.0s\u001b[0K\n",
            "Webkit 26.0 (playwright build v2203) downloaded to /root/.cache/ms-playwright/webkit-2203\n",
            "Downloading FFMPEG playwright build v1011\u001b[2m from https://cdn.playwright.dev/dbazure/download/playwright/builds/ffmpeg/1011/ffmpeg-linux.zip\u001b[22m\n",
            "\u001b[1G2.3 MiB [] 0% 0.0s\u001b[0K\u001b[1G2.3 MiB [] 2% 1.3s\u001b[0K\u001b[1G2.3 MiB [] 3% 1.4s\u001b[0K\u001b[1G2.3 MiB [] 6% 1.1s\u001b[0K\u001b[1G2.3 MiB [] 11% 0.7s\u001b[0K\u001b[1G2.3 MiB [] 19% 0.4s\u001b[0K\u001b[1G2.3 MiB [] 35% 0.2s\u001b[0K\u001b[1G2.3 MiB [] 62% 0.1s\u001b[0K\u001b[1G2.3 MiB [] 100% 0.0s\u001b[0K\n",
            "FFMPEG playwright build v1011 downloaded to /root/.cache/ms-playwright/ffmpeg-1011\n",
            "Playwright Host validation warning: \n",
            "╔══════════════════════════════════════════════════════╗\n",
            "║ Host system is missing dependencies to run browsers. ║\n",
            "║ Missing libraries:                                   ║\n",
            "║     libwoff2dec.so.1.0.2                             ║\n",
            "║     libgstgl-1.0.so.0                                ║\n",
            "║     libgstcodecparsers-1.0.so.0                      ║\n",
            "║     libavif.so.13                                    ║\n",
            "║     libharfbuzz-icu.so.0                             ║\n",
            "║     libenchant-2.so.2                                ║\n",
            "║     libsecret-1.so.0                                 ║\n",
            "║     libhyphen.so.0                                   ║\n",
            "║     libmanette-0.2.so.0                              ║\n",
            "╚══════════════════════════════════════════════════════╝\n",
            "    at validateDependenciesLinux (/usr/local/lib/python3.12/dist-packages/playwright/driver/package/lib/server/registry/dependencies.js:269:9)\n",
            "\u001b[90m    at process.processTicksAndRejections (node:internal/process/task_queues:105:5)\u001b[39m\n",
            "    at async Registry._validateHostRequirements (/usr/local/lib/python3.12/dist-packages/playwright/driver/package/lib/server/registry/index.js:934:14)\n",
            "    at async Registry._validateHostRequirementsForExecutableIfNeeded (/usr/local/lib/python3.12/dist-packages/playwright/driver/package/lib/server/registry/index.js:1056:7)\n",
            "    at async Registry.validateHostRequirementsForExecutablesIfNeeded (/usr/local/lib/python3.12/dist-packages/playwright/driver/package/lib/server/registry/index.js:1045:7)\n",
            "    at async i.<anonymous> (/usr/local/lib/python3.12/dist-packages/playwright/driver/package/lib/cli/program.js:217:7)\n",
            "Installing dependencies...\n",
            "Get:1 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64  InRelease [1,581 B]\n",
            "Hit:2 https://cli.github.com/packages stable InRelease\n",
            "Get:3 https://cloud.r-project.org/bin/linux/ubuntu jammy-cran40/ InRelease [3,632 B]\n",
            "Get:4 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64  Packages [2,084 kB]\n",
            "Hit:5 http://archive.ubuntu.com/ubuntu jammy InRelease\n",
            "Get:6 http://security.ubuntu.com/ubuntu jammy-security InRelease [129 kB]\n",
            "Get:7 http://archive.ubuntu.com/ubuntu jammy-updates InRelease [128 kB]\n",
            "Get:8 https://r2u.stat.illinois.edu/ubuntu jammy InRelease [6,555 B]\n",
            "Hit:9 https://ppa.launchpadcontent.net/deadsnakes/ppa/ubuntu jammy InRelease\n",
            "Get:10 https://r2u.stat.illinois.edu/ubuntu jammy/main all Packages [9,372 kB]\n",
            "Hit:11 https://ppa.launchpadcontent.net/graphics-drivers/ppa/ubuntu jammy InRelease\n",
            "Get:12 http://archive.ubuntu.com/ubuntu jammy-backports InRelease [127 kB]\n",
            "Hit:13 https://ppa.launchpadcontent.net/ubuntugis/ppa/ubuntu jammy InRelease\n",
            "Get:14 http://security.ubuntu.com/ubuntu jammy-security/multiverse amd64 Packages [60.9 kB]\n",
            "Get:15 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 Packages [3,794 kB]\n",
            "Get:16 http://security.ubuntu.com/ubuntu jammy-security/main amd64 Packages [3,452 kB]\n",
            "Get:17 http://archive.ubuntu.com/ubuntu jammy-updates/universe amd64 Packages [1,594 kB]\n",
            "Get:18 http://security.ubuntu.com/ubuntu jammy-security/universe amd64 Packages [1,288 kB]\n",
            "Get:19 http://archive.ubuntu.com/ubuntu jammy-updates/restricted amd64 Packages [6,036 kB]\n",
            "Get:20 http://security.ubuntu.com/ubuntu jammy-security/restricted amd64 Packages [5,803 kB]\n",
            "Get:21 https://r2u.stat.illinois.edu/ubuntu jammy/main amd64 Packages [2,812 kB]\n",
            "Fetched 36.7 MB in 5s (7,291 kB/s)\n",
            "Reading package lists... Done\n",
            "W: Skipping acquire of configured file 'main/source/Sources' as repository 'https://r2u.stat.illinois.edu/ubuntu jammy InRelease' does not seem to provide it (sources.list entry misspelt?)\n",
            "Reading package lists... Done\n",
            "Building dependency tree... Done\n",
            "Reading state information... Done\n",
            "fonts-liberation is already the newest version (1:1.07.4-11).\n",
            "libasound2 is already the newest version (1.2.6.1-1ubuntu1).\n",
            "libasound2 set to manually installed.\n",
            "libatk-bridge2.0-0 is already the newest version (2.38.0-3).\n",
            "libatk-bridge2.0-0 set to manually installed.\n",
            "libatk1.0-0 is already the newest version (2.36.0-3build1).\n",
            "libatk1.0-0 set to manually installed.\n",
            "libatspi2.0-0 is already the newest version (2.44.0-3).\n",
            "libatspi2.0-0 set to manually installed.\n",
            "libcairo-gobject2 is already the newest version (1.16.0-5ubuntu2).\n",
            "libcairo-gobject2 set to manually installed.\n",
            "libcairo2 is already the newest version (1.16.0-5ubuntu2).\n",
            "libcairo2 set to manually installed.\n",
            "libegl1 is already the newest version (1.4.0-1).\n",
            "libepoxy0 is already the newest version (1.5.10-1).\n",
            "libepoxy0 set to manually installed.\n",
            "libevent-2.1-7 is already the newest version (2.1.12-stable-1build3).\n",
            "libevent-2.1-7 set to manually installed.\n",
            "libfontconfig1 is already the newest version (2.13.1-4.2ubuntu5).\n",
            "libgles2 is already the newest version (1.4.0-1).\n",
            "libglx0 is already the newest version (1.4.0-1).\n",
            "libglx0 set to manually installed.\n",
            "libicu70 is already the newest version (70.1-2).\n",
            "libicu70 set to manually installed.\n",
            "libjpeg-turbo8 is already the newest version (2.1.2-0ubuntu1).\n",
            "libjpeg-turbo8 set to manually installed.\n",
            "liblcms2-2 is already the newest version (2.12~rc1-2build2).\n",
            "liblcms2-2 set to manually installed.\n",
            "libopengl0 is already the newest version (1.4.0-1).\n",
            "libopus0 is already the newest version (1.3.1-0.1build2).\n",
            "libopus0 set to manually installed.\n",
            "libpng16-16 is already the newest version (1.6.37-3build5).\n",
            "libpng16-16 set to manually installed.\n",
            "libxcb-shm0 is already the newest version (1.14-3ubuntu3).\n",
            "libxcb-shm0 set to manually installed.\n",
            "libxcb1 is already the newest version (1.14-3ubuntu3).\n",
            "libxcb1 set to manually installed.\n",
            "libxcomposite1 is already the newest version (1:0.4.5-1build2).\n",
            "libxcomposite1 set to manually installed.\n",
            "libxcursor1 is already the newest version (1:1.2.0-2build4).\n",
            "libxcursor1 set to manually installed.\n",
            "libxdamage1 is already the newest version (1:1.1.5-2build2).\n",
            "libxdamage1 set to manually installed.\n",
            "libxext6 is already the newest version (2:1.3.4-1build1).\n",
            "libxfixes3 is already the newest version (1:6.0.0-1).\n",
            "libxfixes3 set to manually installed.\n",
            "libxi6 is already the newest version (2:1.8-1build1).\n",
            "libxi6 set to manually installed.\n",
            "libxkbcommon0 is already the newest version (1.4.0-1).\n",
            "libxkbcommon0 set to manually installed.\n",
            "libxrandr2 is already the newest version (2:1.5.2-1build1).\n",
            "libxrandr2 set to manually installed.\n",
            "libxrender1 is already the newest version (1:0.9.10-1build4).\n",
            "libx264-163 is already the newest version (2:0.163.3060+git5db6aa6-2build1).\n",
            "libx264-163 set to manually installed.\n",
            "libatomic1 is already the newest version (12.3.0-1ubuntu1~22.04.2).\n",
            "libatomic1 set to manually installed.\n",
            "libcups2 is already the newest version (2.4.1op1-1ubuntu4.12).\n",
            "libcups2 set to manually installed.\n",
            "libdbus-1-3 is already the newest version (1.12.20-2ubuntu4.1).\n",
            "libdbus-1-3 set to manually installed.\n",
            "libdrm2 is already the newest version (2.4.113-2~ubuntu0.22.04.1).\n",
            "libdrm2 set to manually installed.\n",
            "libfreetype6 is already the newest version (2.11.1+dfsg-1ubuntu0.3).\n",
            "libfreetype6 set to manually installed.\n",
            "libgbm1 is already the newest version (23.2.1-1ubuntu3.1~22.04.3).\n",
            "libgbm1 set to manually installed.\n",
            "libgdk-pixbuf-2.0-0 is already the newest version (2.42.8+dfsg-1ubuntu0.4).\n",
            "libgdk-pixbuf-2.0-0 set to manually installed.\n",
            "libglib2.0-0 is already the newest version (2.72.4-0ubuntu2.6).\n",
            "libgstreamer-plugins-base1.0-0 is already the newest version (1.20.1-1ubuntu0.5).\n",
            "libgstreamer-plugins-base1.0-0 set to manually installed.\n",
            "libgstreamer1.0-0 is already the newest version (1.20.3-0ubuntu1.1).\n",
            "libgstreamer1.0-0 set to manually installed.\n",
            "libgtk-3-0 is already the newest version (3.24.33-1ubuntu2.2).\n",
            "libgtk-3-0 set to manually installed.\n",
            "libgtk-4-1 is already the newest version (4.6.9+ds-0ubuntu0.22.04.2).\n",
            "libgtk-4-1 set to manually installed.\n",
            "libharfbuzz0b is already the newest version (2.7.4-1ubuntu3.2).\n",
            "libharfbuzz0b set to manually installed.\n",
            "libnspr4 is already the newest version (2:4.35-0ubuntu0.22.04.1).\n",
            "libnspr4 set to manually installed.\n",
            "libnss3 is already the newest version (2:3.98-0ubuntu0.22.04.2).\n",
            "libnss3 set to manually installed.\n",
            "libopenjp2-7 is already the newest version (2.4.0-6ubuntu0.4).\n",
            "libopenjp2-7 set to manually installed.\n",
            "libpango-1.0-0 is already the newest version (1.50.6+ds-2ubuntu1).\n",
            "libpango-1.0-0 set to manually installed.\n",
            "libpangocairo-1.0-0 is already the newest version (1.50.6+ds-2ubuntu1).\n",
            "libpangocairo-1.0-0 set to manually installed.\n",
            "libwayland-client0 is already the newest version (1.20.0-1ubuntu0.1).\n",
            "libwayland-client0 set to manually installed.\n",
            "libwayland-egl1 is already the newest version (1.20.0-1ubuntu0.1).\n",
            "libwayland-egl1 set to manually installed.\n",
            "libwayland-server0 is already the newest version (1.20.0-1ubuntu0.1).\n",
            "libwayland-server0 set to manually installed.\n",
            "libwebpdemux2 is already the newest version (1.2.2-2ubuntu0.22.04.2).\n",
            "libx11-6 is already the newest version (2:1.7.5-1ubuntu0.3).\n",
            "libx11-6 set to manually installed.\n",
            "libx11-xcb1 is already the newest version (2:1.7.5-1ubuntu0.3).\n",
            "libx11-xcb1 set to manually installed.\n",
            "libxml2 is already the newest version (2.9.13+dfsg-1ubuntu0.9).\n",
            "libxml2 set to manually installed.\n",
            "libxslt1.1 is already the newest version (1.1.34-4ubuntu0.22.04.4).\n",
            "ffmpeg is already the newest version (7:4.4.2-0ubuntu0.22.04.1).\n",
            "xvfb is already the newest version (2:21.1.4-2ubuntu1.7~22.04.15).\n",
            "The following additional packages will be installed:\n",
            "  dictionaries-common glib-networking glib-networking-common\n",
            "  glib-networking-services gsettings-desktop-schemas hunspell-en-us libaa1\n",
            "  libabsl20210324 libaspell15 libcdparanoia0 libdca0 libdv4 libdvdnav4\n",
            "  libdvdread8 libfaad2 libfluidsynth3 libfreeaptx0 libgav1-0 libgssdp-1.2-0\n",
            "  libgstreamer-plugins-bad1.0-0 libgstreamer-plugins-good1.0-0 libgupnp-1.2-1\n",
            "  libgupnp-igd-1.0-4 libhunspell-1.7-0 libinstpatch-1.0-2 libjson-glib-1.0-0\n",
            "  libjson-glib-1.0-common libkate1 libldacbt-enc2 libltc11 libmjpegutils-2.1-0\n",
            "  libmodplug1 libmpcdec6 libmpeg2encpp-2.1-0 libmplex2-2.1-0 libnice10\n",
            "  libopenh264-6 libopenni2-0 libqrencode4 libsbc1 libsecret-common libshout3\n",
            "  libsoundtouch1 libsoup-3.0-common libsoup2.4-1 libsoup2.4-common libspandsp2\n",
            "  libsrtp2-1 libtag1v5 libtag1v5-vanilla libtext-iconv-perl libv4l-0\n",
            "  libv4lconvert0 libvisual-0.4-0 libvo-aacenc0 libvo-amrwbenc0 libwavpack1\n",
            "  libwebrtc-audio-processing1 libwildmidi2 libyuv0 libzbar0 libzxingcore1\n",
            "  session-migration timgm6mb-soundfont xfonts-encodings xfonts-utils\n",
            "Suggested packages:\n",
            "  ispell | aspell | hunspell wordlist frei0r-plugins gvfs hunspell\n",
            "  openoffice.org-hunspell | openoffice.org-core aspell libdv-bin oss-compat\n",
            "  libdvdcss2 libenchant-2-voikko gnome-shell | notification-daemon\n",
            "  libvisual-0.4-plugins libwildmidi-config fluid-soundfont-gm\n",
            "Recommended packages:\n",
            "  fonts-ipafont-mincho fonts-tlwg-loma gstreamer1.0-x aspell-en\n",
            "  | aspell-dictionary | aspell6a-dictionary enchant-2 gstreamer1.0-gl\n",
            "  libmagickcore-6.q16-6-extra\n",
            "The following NEW packages will be installed:\n",
            "  dictionaries-common fonts-freefont-ttf fonts-ipafont-gothic\n",
            "  fonts-noto-color-emoji fonts-tlwg-loma-otf fonts-unifont fonts-wqy-zenhei\n",
            "  glib-networking glib-networking-common glib-networking-services\n",
            "  gsettings-desktop-schemas gstreamer1.0-libav gstreamer1.0-plugins-bad\n",
            "  gstreamer1.0-plugins-base gstreamer1.0-plugins-good hunspell-en-us libaa1\n",
            "  libabsl20210324 libaspell15 libavif13 libcdparanoia0 libdbus-glib-1-2\n",
            "  libdca0 libdv4 libdvdnav4 libdvdread8 libenchant-2-2 libevdev2 libfaad2\n",
            "  libffi7 libfluidsynth3 libfreeaptx0 libgav1-0 libgssdp-1.2-0\n",
            "  libgstreamer-gl1.0-0 libgstreamer-plugins-bad1.0-0\n",
            "  libgstreamer-plugins-good1.0-0 libgudev-1.0-0 libgupnp-1.2-1\n",
            "  libgupnp-igd-1.0-4 libharfbuzz-icu0 libhunspell-1.7-0 libhyphen0\n",
            "  libinstpatch-1.0-2 libjson-glib-1.0-0 libjson-glib-1.0-common libkate1\n",
            "  libldacbt-enc2 libltc11 libmanette-0.2-0 libmjpegutils-2.1-0 libmodplug1\n",
            "  libmpcdec6 libmpeg2encpp-2.1-0 libmplex2-2.1-0 libnice10 libnotify4\n",
            "  libopenh264-6 libopenni2-0 libproxy1v5 libqrencode4 libsbc1 libsecret-1-0\n",
            "  libsecret-common libshout3 libsoundtouch1 libsoup-3.0-0 libsoup-3.0-common\n",
            "  libsoup2.4-1 libsoup2.4-common libspandsp2 libsrtp2-1 libtag1v5\n",
            "  libtag1v5-vanilla libtext-iconv-perl libv4l-0 libv4lconvert0 libvisual-0.4-0\n",
            "  libvo-aacenc0 libvo-amrwbenc0 libwavpack1 libwebrtc-audio-processing1\n",
            "  libwildmidi2 libwoff1 libxtst6 libyuv0 libzbar0 libzxingcore1\n",
            "  session-migration timgm6mb-soundfont xfonts-cyrillic xfonts-encodings\n",
            "  xfonts-scalable xfonts-utils\n",
            "0 upgraded, 94 newly installed, 0 to remove and 40 not upgraded.\n",
            "Need to get 48.2 MB of archives.\n",
            "After this operation, 123 MB of additional disk space will be used.\n",
            "Get:1 http://archive.ubuntu.com/ubuntu jammy/universe amd64 fonts-ipafont-gothic all 00303-21ubuntu1 [3,513 kB]\n",
            "Get:2 http://archive.ubuntu.com/ubuntu jammy/main amd64 libtext-iconv-perl amd64 1.7-7build3 [14.3 kB]\n",
            "Get:3 http://archive.ubuntu.com/ubuntu jammy/main amd64 dictionaries-common all 1.28.14 [185 kB]\n",
            "Get:4 http://archive.ubuntu.com/ubuntu jammy/main amd64 fonts-freefont-ttf all 20120503-10build1 [2,388 kB]\n",
            "Get:5 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 fonts-noto-color-emoji all 2.047-0ubuntu0.22.04.1 [10.0 MB]\n",
            "Get:6 http://archive.ubuntu.com/ubuntu jammy/universe amd64 fonts-tlwg-loma-otf all 1:0.7.3-1 [107 kB]\n",
            "Get:7 http://archive.ubuntu.com/ubuntu jammy/universe amd64 fonts-unifont all 1:14.0.01-1 [3,551 kB]\n",
            "Get:8 http://archive.ubuntu.com/ubuntu jammy/universe amd64 fonts-wqy-zenhei all 0.9.45-8 [7,472 kB]\n",
            "Get:9 http://archive.ubuntu.com/ubuntu jammy/main amd64 libproxy1v5 amd64 0.4.17-2 [51.9 kB]\n",
            "Get:10 http://archive.ubuntu.com/ubuntu jammy/main amd64 glib-networking-common all 2.72.0-1 [3,718 B]\n",
            "Get:11 http://archive.ubuntu.com/ubuntu jammy/main amd64 glib-networking-services amd64 2.72.0-1 [9,982 B]\n",
            "Get:12 http://archive.ubuntu.com/ubuntu jammy/main amd64 session-migration amd64 0.3.6 [9,774 B]\n",
            "Get:13 http://archive.ubuntu.com/ubuntu jammy/main amd64 gsettings-desktop-schemas all 42.0-1ubuntu1 [31.1 kB]\n",
            "Get:14 http://archive.ubuntu.com/ubuntu jammy/main amd64 glib-networking amd64 2.72.0-1 [69.8 kB]\n",
            "Get:15 http://archive.ubuntu.com/ubuntu jammy-updates/universe amd64 gstreamer1.0-libav amd64 1.20.3-0ubuntu1 [103 kB]\n",
            "Get:16 http://archive.ubuntu.com/ubuntu jammy/main amd64 libcdparanoia0 amd64 3.10.2+debian-14build2 [49.3 kB]\n",
            "Get:17 http://archive.ubuntu.com/ubuntu jammy/main amd64 libvisual-0.4-0 amd64 0.4.0-17build2 [108 kB]\n",
            "Get:18 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 gstreamer1.0-plugins-base amd64 1.20.1-1ubuntu0.5 [712 kB]\n",
            "Get:19 http://archive.ubuntu.com/ubuntu jammy/main amd64 libaa1 amd64 1.4p5-50build1 [51.9 kB]\n",
            "Get:20 http://archive.ubuntu.com/ubuntu jammy/main amd64 libdv4 amd64 1.0.0-14build1 [61.9 kB]\n",
            "Get:21 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 libgstreamer-plugins-good1.0-0 amd64 1.20.3-0ubuntu1.4 [30.2 kB]\n",
            "Get:22 http://archive.ubuntu.com/ubuntu jammy/main amd64 libgudev-1.0-0 amd64 1:237-2build1 [16.3 kB]\n",
            "Get:23 http://archive.ubuntu.com/ubuntu jammy/main amd64 libshout3 amd64 2.4.5-1build3 [54.5 kB]\n",
            "Get:24 http://archive.ubuntu.com/ubuntu jammy/main amd64 libtag1v5-vanilla amd64 1.11.1+dfsg.1-3ubuntu3 [304 kB]\n",
            "Get:25 http://archive.ubuntu.com/ubuntu jammy/main amd64 libtag1v5 amd64 1.11.1+dfsg.1-3ubuntu3 [11.5 kB]\n",
            "Get:26 http://archive.ubuntu.com/ubuntu jammy/main amd64 libv4lconvert0 amd64 1.22.1-2build1 [82.4 kB]\n",
            "Get:27 http://archive.ubuntu.com/ubuntu jammy/main amd64 libv4l-0 amd64 1.22.1-2build1 [44.9 kB]\n",
            "Get:28 http://archive.ubuntu.com/ubuntu jammy/main amd64 libwavpack1 amd64 5.4.0-1build2 [83.7 kB]\n",
            "Get:29 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 libsoup2.4-common all 2.74.2-3ubuntu0.6 [4,778 B]\n",
            "Get:30 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 libsoup2.4-1 amd64 2.74.2-3ubuntu0.6 [288 kB]\n",
            "Get:31 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 gstreamer1.0-plugins-good amd64 1.20.3-0ubuntu1.4 [2,009 kB]\n",
            "Get:32 http://archive.ubuntu.com/ubuntu jammy/main amd64 hunspell-en-us all 1:2020.12.07-2 [280 kB]\n",
            "Get:33 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 libabsl20210324 amd64 0~20210324.2-2ubuntu0.2 [386 kB]\n",
            "Get:34 http://archive.ubuntu.com/ubuntu jammy/main amd64 libaspell15 amd64 0.60.8-4build1 [325 kB]\n",
            "Get:35 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libgav1-0 amd64 0.17.0-1build1 [336 kB]\n",
            "Get:36 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libyuv0 amd64 0.0~git20220104.b91df1a-2 [154 kB]\n",
            "Get:37 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libavif13 amd64 0.9.3-3 [69.5 kB]\n",
            "Get:38 http://archive.ubuntu.com/ubuntu jammy/main amd64 libdbus-glib-1-2 amd64 0.112-2build1 [65.4 kB]\n",
            "Get:39 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libdvdread8 amd64 6.1.2-1 [55.7 kB]\n",
            "Get:40 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libdvdnav4 amd64 6.1.1-1 [39.3 kB]\n",
            "Get:41 http://archive.ubuntu.com/ubuntu jammy/main amd64 libhunspell-1.7-0 amd64 1.7.0-4build1 [175 kB]\n",
            "Get:42 http://archive.ubuntu.com/ubuntu jammy/main amd64 libenchant-2-2 amd64 2.3.2-1ubuntu2 [50.9 kB]\n",
            "Get:43 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libfaad2 amd64 2.10.0-2 [197 kB]\n",
            "Get:44 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libffi7 amd64 3.3-5ubuntu1 [19.9 kB]\n",
            "Get:45 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libinstpatch-1.0-2 amd64 1.1.6-1 [240 kB]\n",
            "Get:46 http://archive.ubuntu.com/ubuntu jammy/universe amd64 timgm6mb-soundfont all 1.3-5 [5,427 kB]\n",
            "Get:47 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libfluidsynth3 amd64 2.2.5-1 [246 kB]\n",
            "Get:48 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libfreeaptx0 amd64 0.1.1-1 [12.9 kB]\n",
            "Get:49 http://archive.ubuntu.com/ubuntu jammy/main amd64 libgssdp-1.2-0 amd64 1.4.0.1-2build1 [48.9 kB]\n",
            "Get:50 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 libgstreamer-gl1.0-0 amd64 1.20.1-1ubuntu0.5 [204 kB]\n",
            "Get:51 http://archive.ubuntu.com/ubuntu jammy/main amd64 libgupnp-1.2-1 amd64 1.4.3-1 [93.3 kB]\n",
            "Get:52 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libgupnp-igd-1.0-4 amd64 1.2.0-1build1 [16.8 kB]\n",
            "Get:53 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 libharfbuzz-icu0 amd64 2.7.4-1ubuntu3.2 [5,890 B]\n",
            "Get:54 http://archive.ubuntu.com/ubuntu jammy/main amd64 libhyphen0 amd64 2.8.8-7build2 [28.2 kB]\n",
            "Get:55 http://archive.ubuntu.com/ubuntu jammy/main amd64 libjson-glib-1.0-common all 1.6.6-1build1 [4,432 B]\n",
            "Get:56 http://archive.ubuntu.com/ubuntu jammy/main amd64 libjson-glib-1.0-0 amd64 1.6.6-1build1 [69.9 kB]\n",
            "Get:57 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libkate1 amd64 0.4.1-11build1 [39.4 kB]\n",
            "Get:58 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libldacbt-enc2 amd64 2.0.2.3+git20200429+ed310a0-4 [24.6 kB]\n",
            "Get:59 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libltc11 amd64 1.3.1-1 [12.3 kB]\n",
            "Get:60 http://archive.ubuntu.com/ubuntu jammy/main amd64 libevdev2 amd64 1.12.1+dfsg-1 [39.5 kB]\n",
            "Get:61 http://archive.ubuntu.com/ubuntu jammy/main amd64 libmanette-0.2-0 amd64 0.2.6-3build1 [30.4 kB]\n",
            "Get:62 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libmjpegutils-2.1-0 amd64 1:2.1.0+debian-6build1 [24.1 kB]\n",
            "Get:63 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libmodplug1 amd64 1:0.8.9.0-3 [153 kB]\n",
            "Get:64 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libmpcdec6 amd64 2:0.1~r495-2 [32.4 kB]\n",
            "Get:65 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libmpeg2encpp-2.1-0 amd64 1:2.1.0+debian-6build1 [69.4 kB]\n",
            "Get:66 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libmplex2-2.1-0 amd64 1:2.1.0+debian-6build1 [44.4 kB]\n",
            "Get:67 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libnice10 amd64 0.1.18-2 [156 kB]\n",
            "Get:68 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 libnotify4 amd64 0.7.9-3ubuntu5.22.04.1 [20.3 kB]\n",
            "Get:69 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libopenh264-6 amd64 2.2.0+dfsg-2 [407 kB]\n",
            "Get:70 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libopenni2-0 amd64 2.2.0.33+dfsg-15 [389 kB]\n",
            "Get:71 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libqrencode4 amd64 4.1.1-1 [24.0 kB]\n",
            "Get:72 http://archive.ubuntu.com/ubuntu jammy/main amd64 libsecret-common all 0.20.5-2 [4,278 B]\n",
            "Get:73 http://archive.ubuntu.com/ubuntu jammy/main amd64 libsecret-1-0 amd64 0.20.5-2 [124 kB]\n",
            "Get:74 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libsoundtouch1 amd64 2.3.1+ds1-1 [38.3 kB]\n",
            "Get:75 http://archive.ubuntu.com/ubuntu jammy-updates/universe amd64 libsoup-3.0-common all 3.0.7-0ubuntu1 [62.1 kB]\n",
            "Get:76 http://archive.ubuntu.com/ubuntu jammy-updates/universe amd64 libsoup-3.0-0 amd64 3.0.7-0ubuntu1 [278 kB]\n",
            "Get:77 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libspandsp2 amd64 0.0.6+dfsg-2 [272 kB]\n",
            "Get:78 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libsrtp2-1 amd64 2.4.2-2 [40.7 kB]\n",
            "Get:79 http://archive.ubuntu.com/ubuntu jammy/main amd64 libwebrtc-audio-processing1 amd64 0.3.1-0ubuntu5 [291 kB]\n",
            "Get:80 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libwildmidi2 amd64 0.4.3-1 [59.9 kB]\n",
            "Get:81 http://archive.ubuntu.com/ubuntu jammy/main amd64 libwoff1 amd64 1.0.2-1build4 [45.2 kB]\n",
            "Get:82 http://archive.ubuntu.com/ubuntu jammy/main amd64 libxtst6 amd64 2:1.2.3-1build4 [13.4 kB]\n",
            "Get:83 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libzbar0 amd64 0.23.92-4build2 [121 kB]\n",
            "Get:84 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libzxingcore1 amd64 1.2.0-1 [619 kB]\n",
            "Get:85 http://archive.ubuntu.com/ubuntu jammy/main amd64 xfonts-encodings all 1:1.0.5-0ubuntu2 [578 kB]\n",
            "Get:86 http://archive.ubuntu.com/ubuntu jammy/main amd64 xfonts-utils amd64 1:7.7+6build2 [94.6 kB]\n",
            "Get:87 http://archive.ubuntu.com/ubuntu jammy/universe amd64 xfonts-cyrillic all 1:1.0.5 [386 kB]\n",
            "Get:88 http://archive.ubuntu.com/ubuntu jammy/main amd64 xfonts-scalable all 1:1.0.3-1.2ubuntu1 [306 kB]\n",
            "Get:89 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libdca0 amd64 0.0.7-2 [88.2 kB]\n",
            "Get:90 http://archive.ubuntu.com/ubuntu jammy-updates/universe amd64 libgstreamer-plugins-bad1.0-0 amd64 1.20.3-0ubuntu1.1 [489 kB]\n",
            "Get:91 http://archive.ubuntu.com/ubuntu jammy/main amd64 libsbc1 amd64 1.5-3build2 [34.4 kB]\n",
            "Get:92 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libvo-aacenc0 amd64 0.1.3-2 [69.4 kB]\n",
            "Get:93 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libvo-amrwbenc0 amd64 0.1.3-2 [68.2 kB]\n",
            "Get:94 http://archive.ubuntu.com/ubuntu jammy-updates/universe amd64 gstreamer1.0-plugins-bad amd64 1.20.3-0ubuntu1.1 [2,602 kB]\n",
            "Fetched 48.2 MB in 7s (7,337 kB/s)\n",
            "Extracting templates from packages: 100%\n",
            "Preconfiguring packages ...\n",
            "Selecting previously unselected package fonts-ipafont-gothic.\n",
            "(Reading database ... 126675 files and directories currently installed.)\n",
            "Preparing to unpack .../00-fonts-ipafont-gothic_00303-21ubuntu1_all.deb ...\n",
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            "Selecting previously unselected package libtext-iconv-perl.\n",
            "Preparing to unpack .../01-libtext-iconv-perl_1.7-7build3_amd64.deb ...\n",
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            "Selecting previously unselected package dictionaries-common.\n",
            "Preparing to unpack .../02-dictionaries-common_1.28.14_all.deb ...\n",
            "Adding 'diversion of /usr/share/dict/words to /usr/share/dict/words.pre-dictionaries-common by dictionaries-common'\n",
            "Unpacking dictionaries-common (1.28.14) ...\n",
            "Selecting previously unselected package fonts-freefont-ttf.\n",
            "Preparing to unpack .../03-fonts-freefont-ttf_20120503-10build1_all.deb ...\n",
            "Unpacking fonts-freefont-ttf (20120503-10build1) ...\n",
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            "Preparing to unpack .../04-fonts-noto-color-emoji_2.047-0ubuntu0.22.04.1_all.deb ...\n",
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            "Selecting previously unselected package fonts-tlwg-loma-otf.\n",
            "Preparing to unpack .../05-fonts-tlwg-loma-otf_1%3a0.7.3-1_all.deb ...\n",
            "Unpacking fonts-tlwg-loma-otf (1:0.7.3-1) ...\n",
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            "Preparing to unpack .../07-fonts-wqy-zenhei_0.9.45-8_all.deb ...\n",
            "Unpacking fonts-wqy-zenhei (0.9.45-8) ...\n",
            "Selecting previously unselected package libproxy1v5:amd64.\n",
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            "Selecting previously unselected package gsettings-desktop-schemas.\n",
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            "Selecting previously unselected package gstreamer1.0-plugins-base:amd64.\n",
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            "Selecting previously unselected package libaa1:amd64.\n",
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            "Created symlink /etc/systemd/user/graphical-session-pre.target.wants/session-migration.service → /usr/lib/systemd/user/session-migration.service.\n",
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            "Setting up libdvdread8:amd64 (6.1.2-1) ...\n",
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            "Setting up libnotify4:amd64 (0.7.9-3ubuntu5.22.04.1) ...\n",
            "Setting up xfonts-encodings (1:1.0.5-0ubuntu2) ...\n",
            "Setting up libfaad2:amd64 (2.10.0-2) ...\n",
            "Setting up libshout3:amd64 (2.4.5-1build3) ...\n",
            "Setting up libabsl20210324:amd64 (0~20210324.2-2ubuntu0.2) ...\n",
            "Setting up libltc11:amd64 (1.3.1-1) ...\n",
            "Setting up libsoup2.4-common (2.74.2-3ubuntu0.6) ...\n",
            "Setting up libtag1v5:amd64 (1.11.1+dfsg.1-3ubuntu3) ...\n",
            "Setting up libdv4:amd64 (1.0.0-14build1) ...\n",
            "Setting up fonts-ipafont-gothic (00303-21ubuntu1) ...\n",
            "update-alternatives: using /usr/share/fonts/opentype/ipafont-gothic/ipag.ttf to provide /usr/share/fonts/truetype/fonts-japanese-gothic.ttf (fonts-japanese-gothic.ttf) in auto mode\n",
            "Setting up libwildmidi2:amd64 (0.4.3-1) ...\n",
            "Setting up libopenh264-6:amd64 (2.2.0+dfsg-2) ...\n",
            "Setting up libwavpack1:amd64 (5.4.0-1build2) ...\n",
            "Setting up libzxingcore1:amd64 (1.2.0-1) ...\n",
            "Setting up libv4lconvert0:amd64 (1.22.1-2build1) ...\n",
            "Setting up hunspell-en-us (1:2020.12.07-2) ...\n",
            "Setting up libdca0:amd64 (0.0.7-2) ...\n",
            "Setting up libjson-glib-1.0-common (1.6.6-1build1) ...\n",
            "Setting up libhunspell-1.7-0:amd64 (1.7.0-4build1) ...\n",
            "Setting up glib-networking-common (2.72.0-1) ...\n",
            "Setting up timgm6mb-soundfont (1.3-5) ...\n",
            "update-alternatives: using /usr/share/sounds/sf2/TimGM6mb.sf2 to provide /usr/share/sounds/sf2/default-GM.sf2 (default-GM.sf2) in auto mode\n",
            "update-alternatives: using /usr/share/sounds/sf2/TimGM6mb.sf2 to provide /usr/share/sounds/sf3/default-GM.sf3 (default-GM.sf3) in auto mode\n",
            "Setting up libyuv0:amd64 (0.0~git20220104.b91df1a-2) ...\n",
            "Setting up libevdev2:amd64 (1.12.1+dfsg-1) ...\n",
            "Setting up gstreamer1.0-libav:amd64 (1.20.3-0ubuntu1) ...\n",
            "Setting up libinstpatch-1.0-2:amd64 (1.1.6-1) ...\n",
            "Setting up libmjpegutils-2.1-0:amd64 (1:2.1.0+debian-6build1) ...\n",
            "Setting up libgudev-1.0-0:amd64 (1:237-2build1) ...\n",
            "Setting up libsecret-common (0.20.5-2) ...\n",
            "Setting up libfluidsynth3:amd64 (2.2.5-1) ...\n",
            "Setting up libdvdnav4:amd64 (6.1.1-1) ...\n",
            "Setting up fonts-unifont (1:14.0.01-1) ...\n",
            "Setting up libaa1:amd64 (1.4p5-50build1) ...\n",
            "Setting up gsettings-desktop-schemas (42.0-1ubuntu1) ...\n",
            "Setting up glib-networking-services (2.72.0-1) ...\n",
            "Setting up libenchant-2-2:amd64 (2.3.2-1ubuntu2) ...\n",
            "Setting up libmanette-0.2-0:amd64 (0.2.6-3build1) ...\n",
            "Setting up xfonts-utils (1:7.7+6build2) ...\n",
            "Setting up libjson-glib-1.0-0:amd64 (1.6.6-1build1) ...\n",
            "Setting up libv4l-0:amd64 (1.22.1-2build1) ...\n",
            "Setting up libsecret-1-0:amd64 (0.20.5-2) ...\n",
            "Setting up libgstreamer-gl1.0-0:amd64 (1.20.1-1ubuntu0.5) ...\n",
            "Setting up libgav1-0:amd64 (0.17.0-1build1) ...\n",
            "Setting up libmpeg2encpp-2.1-0:amd64 (1:2.1.0+debian-6build1) ...\n",
            "Setting up libavif13:amd64 (0.9.3-3) ...\n",
            "Setting up xfonts-cyrillic (1:1.0.5) ...\n",
            "Setting up libmplex2-2.1-0:amd64 (1:2.1.0+debian-6build1) ...\n",
            "Setting up xfonts-scalable (1:1.0.3-1.2ubuntu1) ...\n",
            "Setting up libzbar0:amd64 (0.23.92-4build2) ...\n",
            "Processing triggers for man-db (2.10.2-1) ...\n",
            "Processing triggers for fontconfig (2.13.1-4.2ubuntu5) ...\n",
            "Processing triggers for libglib2.0-0:amd64 (2.72.4-0ubuntu2.6) ...\n",
            "Processing triggers for libc-bin (2.35-0ubuntu3.8) ...\n",
            "/sbin/ldconfig.real: /usr/local/lib/libhwloc.so.15 is not a symbolic link\n",
            "\n",
            "/sbin/ldconfig.real: /usr/local/lib/libtbbbind.so.3 is not a symbolic link\n",
            "\n",
            "/sbin/ldconfig.real: /usr/local/lib/libtbb.so.12 is not a symbolic link\n",
            "\n",
            "/sbin/ldconfig.real: /usr/local/lib/libur_adapter_opencl.so.0 is not a symbolic link\n",
            "\n",
            "/sbin/ldconfig.real: /usr/local/lib/libtcm_debug.so.1 is not a symbolic link\n",
            "\n",
            "/sbin/ldconfig.real: /usr/local/lib/libtcm.so.1 is not a symbolic link\n",
            "\n",
            "/sbin/ldconfig.real: /usr/local/lib/libtbbbind_2_0.so.3 is not a symbolic link\n",
            "\n",
            "/sbin/ldconfig.real: /usr/local/lib/libur_loader.so.0 is not a symbolic link\n",
            "\n",
            "/sbin/ldconfig.real: /usr/local/lib/libur_adapter_level_zero_v2.so.0 is not a symbolic link\n",
            "\n",
            "/sbin/ldconfig.real: /usr/local/lib/libtbbbind_2_5.so.3 is not a symbolic link\n",
            "\n",
            "/sbin/ldconfig.real: /usr/local/lib/libur_adapter_level_zero.so.0 is not a symbolic link\n",
            "\n",
            "/sbin/ldconfig.real: /usr/local/lib/libumf.so.0 is not a symbolic link\n",
            "\n",
            "/sbin/ldconfig.real: /usr/local/lib/libtbbmalloc_proxy.so.2 is not a symbolic link\n",
            "\n",
            "/sbin/ldconfig.real: /usr/local/lib/libtbbmalloc.so.2 is not a symbolic link\n",
            "\n",
            "Setting up glib-networking:amd64 (2.72.0-1) ...\n",
            "Setting up libsoup2.4-1:amd64 (2.74.2-3ubuntu0.6) ...\n",
            "Setting up gstreamer1.0-plugins-good:amd64 (1.20.3-0ubuntu1.4) ...\n",
            "Setting up libsoup-3.0-0:amd64 (3.0.7-0ubuntu1) ...\n",
            "Setting up libgssdp-1.2-0:amd64 (1.4.0.1-2build1) ...\n",
            "Setting up libgupnp-1.2-1:amd64 (1.4.3-1) ...\n",
            "Setting up libgupnp-igd-1.0-4:amd64 (1.2.0-1build1) ...\n",
            "Setting up libnice10:amd64 (0.1.18-2) ...\n",
            "Setting up gstreamer1.0-plugins-bad:amd64 (1.20.3-0ubuntu1.1) ...\n",
            "Processing triggers for dictionaries-common (1.28.14) ...\n",
            "Processing triggers for libc-bin (2.35-0ubuntu3.8) ...\n",
            "/sbin/ldconfig.real: /usr/local/lib/libhwloc.so.15 is not a symbolic link\n",
            "\n",
            "/sbin/ldconfig.real: /usr/local/lib/libtbbbind.so.3 is not a symbolic link\n",
            "\n",
            "/sbin/ldconfig.real: /usr/local/lib/libtbb.so.12 is not a symbolic link\n",
            "\n",
            "/sbin/ldconfig.real: /usr/local/lib/libur_adapter_opencl.so.0 is not a symbolic link\n",
            "\n",
            "/sbin/ldconfig.real: /usr/local/lib/libtcm_debug.so.1 is not a symbolic link\n",
            "\n",
            "/sbin/ldconfig.real: /usr/local/lib/libtcm.so.1 is not a symbolic link\n",
            "\n",
            "/sbin/ldconfig.real: /usr/local/lib/libtbbbind_2_0.so.3 is not a symbolic link\n",
            "\n",
            "/sbin/ldconfig.real: /usr/local/lib/libur_loader.so.0 is not a symbolic link\n",
            "\n",
            "/sbin/ldconfig.real: /usr/local/lib/libur_adapter_level_zero_v2.so.0 is not a symbolic link\n",
            "\n",
            "/sbin/ldconfig.real: /usr/local/lib/libtbbbind_2_5.so.3 is not a symbolic link\n",
            "\n",
            "/sbin/ldconfig.real: /usr/local/lib/libur_adapter_level_zero.so.0 is not a symbolic link\n",
            "\n",
            "/sbin/ldconfig.real: /usr/local/lib/libumf.so.0 is not a symbolic link\n",
            "\n",
            "/sbin/ldconfig.real: /usr/local/lib/libtbbmalloc_proxy.so.2 is not a symbolic link\n",
            "\n",
            "/sbin/ldconfig.real: /usr/local/lib/libtbbmalloc.so.2 is not a symbolic link\n",
            "\n",
            "Requirement already satisfied: pdfplumber in /usr/local/lib/python3.12/dist-packages (0.11.7)\n",
            "Requirement already satisfied: pdfminer.six==20250506 in /usr/local/lib/python3.12/dist-packages (from pdfplumber) (20250506)\n",
            "Requirement already satisfied: Pillow>=9.1 in /usr/local/lib/python3.12/dist-packages (from pdfplumber) (11.3.0)\n",
            "Requirement already satisfied: pypdfium2>=4.18.0 in /usr/local/lib/python3.12/dist-packages (from pdfplumber) (4.30.0)\n",
            "Requirement already satisfied: charset-normalizer>=2.0.0 in /usr/local/lib/python3.12/dist-packages (from pdfminer.six==20250506->pdfplumber) (3.4.3)\n",
            "Requirement already satisfied: cryptography>=36.0.0 in /usr/local/lib/python3.12/dist-packages (from pdfminer.six==20250506->pdfplumber) (43.0.3)\n",
            "Requirement already satisfied: cffi>=1.12 in /usr/local/lib/python3.12/dist-packages (from cryptography>=36.0.0->pdfminer.six==20250506->pdfplumber) (2.0.0)\n",
            "Requirement already satisfied: pycparser in /usr/local/lib/python3.12/dist-packages (from cffi>=1.12->cryptography>=36.0.0->pdfminer.six==20250506->pdfplumber) (2.23)\n",
            "Requirement already satisfied: trafilatura in /usr/local/lib/python3.12/dist-packages (2.0.0)\n",
            "Requirement already satisfied: certifi in /usr/local/lib/python3.12/dist-packages (from trafilatura) (2025.8.3)\n",
            "Requirement already satisfied: charset_normalizer>=3.4.0 in /usr/local/lib/python3.12/dist-packages (from trafilatura) (3.4.3)\n",
            "Requirement already satisfied: courlan>=1.3.2 in /usr/local/lib/python3.12/dist-packages (from trafilatura) (1.3.2)\n",
            "Requirement already satisfied: htmldate>=1.9.2 in /usr/local/lib/python3.12/dist-packages (from trafilatura) (1.9.3)\n",
            "Requirement already satisfied: justext>=3.0.1 in /usr/local/lib/python3.12/dist-packages (from trafilatura) (3.0.2)\n",
            "Requirement already satisfied: lxml>=5.3.0 in /usr/local/lib/python3.12/dist-packages (from trafilatura) (6.0.2)\n",
            "Requirement already satisfied: urllib3<3,>=1.26 in /usr/local/lib/python3.12/dist-packages (from trafilatura) (2.5.0)\n",
            "Requirement already satisfied: babel>=2.16.0 in /usr/local/lib/python3.12/dist-packages (from courlan>=1.3.2->trafilatura) (2.17.0)\n",
            "Requirement already satisfied: tld>=0.13 in /usr/local/lib/python3.12/dist-packages (from courlan>=1.3.2->trafilatura) (0.13.1)\n",
            "Requirement already satisfied: dateparser>=1.1.2 in /usr/local/lib/python3.12/dist-packages (from htmldate>=1.9.2->trafilatura) (1.2.2)\n",
            "Collecting lxml>=5.3.0 (from trafilatura)\n",
            "  Downloading lxml-5.4.0-cp312-cp312-manylinux_2_28_x86_64.whl.metadata (3.5 kB)\n",
            "Requirement already satisfied: python-dateutil>=2.9.0.post0 in /usr/local/lib/python3.12/dist-packages (from htmldate>=1.9.2->trafilatura) (2.9.0.post0)\n",
            "Requirement already satisfied: pytz>=2024.2 in /usr/local/lib/python3.12/dist-packages (from dateparser>=1.1.2->htmldate>=1.9.2->trafilatura) (2025.2)\n",
            "Requirement already satisfied: regex>=2024.9.11 in /usr/local/lib/python3.12/dist-packages (from dateparser>=1.1.2->htmldate>=1.9.2->trafilatura) (2024.11.6)\n",
            "Requirement already satisfied: tzlocal>=0.2 in /usr/local/lib/python3.12/dist-packages (from dateparser>=1.1.2->htmldate>=1.9.2->trafilatura) (5.3.1)\n",
            "Requirement already satisfied: lxml_html_clean in /usr/local/lib/python3.12/dist-packages (from lxml[html_clean]>=4.4.2->justext>=3.0.1->trafilatura) (0.4.3)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.12/dist-packages (from python-dateutil>=2.9.0.post0->htmldate>=1.9.2->trafilatura) (1.17.0)\n",
            "Downloading lxml-5.4.0-cp312-cp312-manylinux_2_28_x86_64.whl (5.0 MB)\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m5.0/5.0 MB\u001b[0m \u001b[31m35.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hInstalling collected packages: lxml\n",
            "  Attempting uninstall: lxml\n",
            "    Found existing installation: lxml 6.0.2\n",
            "    Uninstalling lxml-6.0.2:\n",
            "      Successfully uninstalled lxml-6.0.2\n",
            "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
            "ddgs 9.6.1 requires lxml>=6.0.0, but you have lxml 5.4.0 which is incompatible.\u001b[0m\u001b[31m\n",
            "\u001b[0mSuccessfully installed lxml-5.4.0\n"
          ]
        },
        {
          "data": {
            "application/vnd.colab-display-data+json": {
              "id": "c61ad1b21a8d430cb85b658cb5a760de",
              "pip_warning": {
                "packages": [
                  "lxml"
                ]
              }
            }
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "!pip install playwright\n",
        "!pip install playwright-stealth\n",
        "!playwright install\n",
        "!playwright install-deps\n",
        "!pip install pdfplumber\n",
        "!pip install trafilatura"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "id": "uNgeNVFoMErV",
      "metadata": {
        "id": "uNgeNVFoMErV"
      },
      "outputs": [],
      "source": [
        "import requests\n",
        "from pdfminer.high_level import extract_text\n",
        "import asyncio\n",
        "import aiohttp\n",
        "import json"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "id": "tvAnpg8zMA08",
      "metadata": {
        "id": "tvAnpg8zMA08"
      },
      "outputs": [],
      "source": [
        "async def extract_text_from_pdf(url: str, session: aiohttp.ClientSession) -> str | None:\n",
        "    \"\"\"\n",
        "    Tải file PDF từ URL và trích xuất văn bản nhanh bằng pdfminer.six (dùng session async)\n",
        "    \"\"\"\n",
        "    print(f\"  -> Detect PDF link. Handle by pdfminer.six: {url}\")\n",
        "    try:\n",
        "        async with session.get(url, timeout=60) as response:\n",
        "            if response.status != 200:\n",
        "                print(f\"❌ Failed to download PDF ({response.status})\")\n",
        "                return None\n",
        "\n",
        "            data = await response.read()\n",
        "\n",
        "        text = extract_text(io.BytesIO(data))\n",
        "        print(\"✅ SUCCESS! Extracted text using pdfminer.six ---\")\n",
        "        return text.strip()\n",
        "\n",
        "    except Exception as e:\n",
        "        print(f\"❌ Error when open file PDF {url}: {e}\")\n",
        "        return None"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "id": "xSKWwAbIBwTu",
      "metadata": {
        "id": "xSKWwAbIBwTu"
      },
      "outputs": [],
      "source": [
        "from playwright.async_api import async_playwright\n",
        "from playwright_stealth import Stealth\n",
        "import trafilatura"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "id": "6QF-79pKSBw1",
      "metadata": {
        "id": "6QF-79pKSBw1"
      },
      "outputs": [],
      "source": [
        "async def extract_text_from_web(url: str, session: aiohttp.ClientSession) -> str | None:\n",
        "    \"\"\"\n",
        "    Thử dùng trafilatura để trích xuất nội dung trước, nếu có lỗi\n",
        "    thì dùng Playwright hoặc Stealth Playwright để lấy nội dung HTML.\n",
        "    \"\"\"\n",
        "    print(f\"  -> Detect web link. Handle by Trafilatura: {url}\")\n",
        "\n",
        "    try:\n",
        "        # Fetch HTML bằng session (nhanh hơn nhiều so với trafilatura.fetch_url)\n",
        "        async with session.get(url, timeout=30) as resp:\n",
        "            if resp.status != 200:\n",
        "                raise ValueError(f\"HTTP {resp.status}\")\n",
        "            html_content = await resp.text()\n",
        "\n",
        "        text = trafilatura.extract(html_content)\n",
        "        if text:\n",
        "            print(\"✅ SUCCESS! Extracted text using Trafilatura ---\")\n",
        "            return text\n",
        "\n",
        "        raise ValueError(\"Trafilatura extraction return None\")\n",
        "\n",
        "    except Exception as e:\n",
        "        print(f\"⚠️ Error using Trafilatura for URL {url}: {e}\")\n",
        "        print(f\"Falling back to Playwright extraction ...\")\n",
        "\n",
        "        try:\n",
        "            async with async_playwright() as p:\n",
        "                browser = await p.chromium.launch(headless=True)\n",
        "                page = await browser.new_page()\n",
        "\n",
        "                await page.goto(url, timeout=15000, wait_until=\"domcontentloaded\")\n",
        "                html_content = await page.content()\n",
        "                await browser.close()\n",
        "\n",
        "                if not html_content:\n",
        "                    return None\n",
        "\n",
        "                # Nếu bị Cloudflare block, fallback stealth\n",
        "                if \"Cloudflare Ray ID\" in html_content:\n",
        "                    print(\"⚠️ Detected Cloudflare! Retrying with Stealth...\")\n",
        "                    async with Stealth().use_async(async_playwright()) as p2:\n",
        "                        browser = await p2.chromium.launch(headless=True)\n",
        "                        page = await browser.new_page()\n",
        "                        await page.goto(url, timeout=20000)\n",
        "                        html_content = await page.content()\n",
        "                        await browser.close()\n",
        "\n",
        "                main_text = trafilatura.extract(html_content, include_comments=False)\n",
        "                print(f\"✅ SUCCESS! Extracted text using Playwright ---\")\n",
        "                return main_text\n",
        "\n",
        "        except Exception as e1:\n",
        "            print(f\"❌ Error using Playwright extraction for URL {url}: {e1}\")\n",
        "            return None"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "id": "rL1vDTvHMwAj",
      "metadata": {
        "id": "rL1vDTvHMwAj"
      },
      "outputs": [],
      "source": [
        "async def fetch_content_from_url(url: str, session: aiohttp.ClientSession) -> str | None:\n",
        "    \"\"\"\n",
        "    Hàm điều phối: Kiểm tra loại URL và gọi hàm xử lý tương ứng.\n",
        "    \"\"\"\n",
        "    if url.lower().endswith('.pdf'):\n",
        "        return await extract_text_from_pdf(url, session)\n",
        "    else:\n",
        "        return await extract_text_from_web(url, session)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "id": "w3y0tq_pLIXu",
      "metadata": {
        "id": "w3y0tq_pLIXu"
      },
      "outputs": [],
      "source": [
        "import re\n",
        "\n",
        "def clean_text(text: str) -> str:\n",
        "    \"\"\"\n",
        "    Hàm để làm sạch văn bản thô:\n",
        "    - Loại bỏ URL và địa chỉ email.\n",
        "    - Thay thế nhiều ký tự xuống dòng, tab bằng một dấu cách.\n",
        "    - Xóa các dấu cách thừa.\n",
        "    \"\"\"\n",
        "    if not text:\n",
        "        return \"\"\n",
        "\n",
        "    # Loại bỏ URL\n",
        "    text = re.sub(r'https?://\\S+|www\\.\\S+', '', text)\n",
        "\n",
        "    # Loại bỏ địa chỉ email\n",
        "    text = re.sub(r'\\S+@\\S+', '', text)\n",
        "\n",
        "    # Thay thế các ký tự xuống dòng, tab, và các loại khoảng trắng khác bằng một dấu cách\n",
        "    text = re.sub(r'[\\n\\r\\t\\xa0]+', ' ', text)\n",
        "\n",
        "    # Thay thế nhiều dấu cách liên tiếp bằng một dấu cách duy nhất\n",
        "    text = re.sub(r'\\s{2,}', ' ', text)\n",
        "\n",
        "    # Xóa dấu cách ở đầu và cuối chuỗi\n",
        "    return text.strip()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "id": "0eJs0RfoBz5o",
      "metadata": {
        "id": "0eJs0RfoBz5o"
      },
      "outputs": [],
      "source": [
        "import json\n",
        "from langchain.text_splitter import RecursiveCharacterTextSplitter\n",
        "\n",
        "def chunk_text(text: str, chunk_size: int = 512, chunk_overlap: int = 50) -> list[str]:\n",
        "    \"\"\"Hàm tiện ích để chia văn bản dài thành các chunk nhỏ hơn.\"\"\"\n",
        "    text_splitter = RecursiveCharacterTextSplitter(\n",
        "        chunk_size=chunk_size,\n",
        "        chunk_overlap=chunk_overlap,\n",
        "        length_function=len\n",
        "    )\n",
        "    return text_splitter.split_text(text)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "id": "BsLJSWmbHrPf",
      "metadata": {
        "id": "BsLJSWmbHrPf"
      },
      "outputs": [],
      "source": [
        "async def process_claims_parallel(retrieved_data):\n",
        "    evidence_by_claim = {}\n",
        "    claims = list(retrieved_data.keys())\n",
        "\n",
        "    async with aiohttp.ClientSession() as session:\n",
        "        for claim in claims:\n",
        "            print(f\"\\n{'='*50}\\nHandle claim: '{claim}'\")\n",
        "            documents = retrieved_data[claim]\n",
        "            all_chunks_for_this_claim = []\n",
        "\n",
        "            # Gom tất cả link cần crawl\n",
        "            urls = [doc['link'] for doc in documents]\n",
        "\n",
        "            # Chạy crawl song song\n",
        "            print(f\"  -> Crawling {len(urls)} links in parallel...\")\n",
        "            tasks = [fetch_content_from_url(u, session) for u in urls]\n",
        "            full_contents = await asyncio.gather(*tasks)\n",
        "\n",
        "            # Ghép kết quả với từng doc\n",
        "            for doc, full_content in zip(documents, full_contents):\n",
        "                content_to_process = \"\"\n",
        "\n",
        "                if full_content and len(full_content) > 100:\n",
        "                    print(f\"SUCCESS!! {doc['link']}\")\n",
        "                    cleaned_full_content = clean_text(full_content)\n",
        "                    content_to_process = f\"{doc.get('title', '')}. {cleaned_full_content}\"\n",
        "                else:\n",
        "                    print(f\"FAIL!! Using snippet for {doc['link']}\")\n",
        "                    cleaned_snippet = clean_text(doc.get('snippet', ''))\n",
        "                    content_to_process = f\"{doc.get('title', '')}. {cleaned_snippet}\"\n",
        "\n",
        "                # Chia nhỏ nội dung\n",
        "                chunks = chunk_text(content_to_process)\n",
        "\n",
        "                # Lưu lại\n",
        "                for chunk_text_part in chunks:\n",
        "                    all_chunks_for_this_claim.append({\n",
        "                        \"text\": chunk_text_part,\n",
        "                        \"link\": doc['link']\n",
        "                    })\n",
        "\n",
        "            evidence_by_claim[claim] = all_chunks_for_this_claim\n",
        "            print(f\"==> Finish for claim '{claim}'. Total: {len(all_chunks_for_this_claim)} chunks.\")\n",
        "\n",
        "    return evidence_by_claim"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "id": "hFOOzyCCTWEq",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hFOOzyCCTWEq",
        "outputId": "054c3ab4-b6d5-4ff3-de42-92ee5c62ed45"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "==================================================\n",
            "Handle claim: 'Biến đổi khí hậu đang làm thời tiết cực đoan hơn.'\n",
            "  -> Crawling 5 links in parallel...\n",
            "  -> Detect web link. Handle by Trafilatura: https://thanhnien.vn/the-gioi-chiu-ton-that-khung-do-bien-doi-khi-hau-185241111225813102.htm\n",
            "  -> Detect web link. Handle by Trafilatura: https://nhandan.vn/thich-ung-bien-doi-khi-hau-thuan-thien-ben-vung-post909799.html\n",
            "  -> Detect web link. Handle by Trafilatura: https://vnexpress.net/luong-co2-toan-cau-dat-muc-cao-ky-luc-4952520.html\n",
            "  -> Detect web link. Handle by Trafilatura: https://vietnam.un.org/vi/175280-nguyên-nhân-và-ảnh-hưởng-của-biến-đổi-khí-hậu\n",
            "  -> Detect web link. Handle by Trafilatura: https://suckhoedoisong.vn/thoi-tiet-nhieu-cuc-doan-khong-khi-lanh-bat-dau-xuat-hien-cuoi-thang-9-169250911142833889.htm\n",
            "✅ SUCCESS! Extracted text using Trafilatura ---\n",
            "✅ SUCCESS! Extracted text using Trafilatura ---\n",
            "✅ SUCCESS! Extracted text using Trafilatura ---\n",
            "✅ SUCCESS! Extracted text using Trafilatura ---\n",
            "✅ SUCCESS! Extracted text using Trafilatura ---\n",
            "SUCCESS!! https://thanhnien.vn/the-gioi-chiu-ton-that-khung-do-bien-doi-khi-hau-185241111225813102.htm\n",
            "SUCCESS!! https://nhandan.vn/thich-ung-bien-doi-khi-hau-thuan-thien-ben-vung-post909799.html\n",
            "SUCCESS!! https://vnexpress.net/luong-co2-toan-cau-dat-muc-cao-ky-luc-4952520.html\n",
            "SUCCESS!! https://vietnam.un.org/vi/175280-nguyên-nhân-và-ảnh-hưởng-của-biến-đổi-khí-hậu\n",
            "SUCCESS!! https://suckhoedoisong.vn/thoi-tiet-nhieu-cuc-doan-khong-khi-lanh-bat-dau-xuat-hien-cuoi-thang-9-169250911142833889.htm\n",
            "==> Finish for claim 'Biến đổi khí hậu đang làm thời tiết cực đoan hơn.'. Total: 61 chunks.\n",
            "\n",
            "==================================================\n",
            "Handle claim: 'Nhiệt độ toàn cầu đã tăng 1.1°C trong 100 năm qua.'\n",
            "  -> Crawling 5 links in parallel...\n",
            "  -> Detect web link. Handle by Trafilatura: https://vnexpress.net/bien-doi-khi-hau-4796505.html\n",
            "  -> Detect web link. Handle by Trafilatura: https://tuoitre.vn/to-chuc-khi-tuong-the-gioi-2024-la-nam-nong-nhat-lich-su-20250110193302348.htm\n",
            "  -> Detect web link. Handle by Trafilatura: https://vnexpress.net/qua-trinh-trai-dat-ruc-nong-trong-100-nam-qua-3601999.html\n",
            "  -> Detect web link. Handle by Trafilatura: https://suckhoedoisong.vn/so-ngay-ret-dam-o-viet-nam-se-it-di-nang-nong-nhieu-hon-169241121153655522.htm\n",
            "  -> Detect web link. Handle by Trafilatura: https://nhandan.vn/hoi-dap-tai-sao-lai-phai-lo-ngai-khi-nhiet-do-trung-binh-toan-cau-chi-tang-1-hoac-2-do-c-post894648.html\n",
            "✅ SUCCESS! Extracted text using Trafilatura ---\n",
            "✅ SUCCESS! Extracted text using Trafilatura ---\n",
            "✅ SUCCESS! Extracted text using Trafilatura ---\n",
            "✅ SUCCESS! Extracted text using Trafilatura ---\n",
            "✅ SUCCESS! Extracted text using Trafilatura ---\n",
            "SUCCESS!! https://vnexpress.net/bien-doi-khi-hau-4796505.html\n",
            "SUCCESS!! https://tuoitre.vn/to-chuc-khi-tuong-the-gioi-2024-la-nam-nong-nhat-lich-su-20250110193302348.htm\n",
            "SUCCESS!! https://vnexpress.net/qua-trinh-trai-dat-ruc-nong-trong-100-nam-qua-3601999.html\n",
            "SUCCESS!! https://suckhoedoisong.vn/so-ngay-ret-dam-o-viet-nam-se-it-di-nang-nong-nhieu-hon-169241121153655522.htm\n",
            "SUCCESS!! https://nhandan.vn/hoi-dap-tai-sao-lai-phai-lo-ngai-khi-nhiet-do-trung-binh-toan-cau-chi-tang-1-hoac-2-do-c-post894648.html\n",
            "==> Finish for claim 'Nhiệt độ toàn cầu đã tăng 1.1°C trong 100 năm qua.'. Total: 34 chunks.\n"
          ]
        }
      ],
      "source": [
        "# Tải dữ liệu\n",
        "with open('document_retrieval_results_duckduckgo_v2.json', 'r', encoding='utf-8') as f:\n",
        "    retrieved_data = json.load(f)\n",
        "    retrieved_dict = {\n",
        "    item[\"claim\"]: item[\"sources\"]\n",
        "    for item in retrieved_data\n",
        "}\n",
        "\n",
        "evidence_by_claim = await process_claims_parallel(retrieved_dict)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 32,
      "id": "-CcEWKwlpLII",
      "metadata": {
        "id": "-CcEWKwlpLII"
      },
      "outputs": [],
      "source": [
        "HF_TOKEN = os.getenv(\"HF_TOKEN\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "F2Wl6CytHxXu",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 537,
          "referenced_widgets": [
            "d2cb94ffe7544959bf8367d55a7d16fb",
            "2dea11061189477db134a443679acf06",
            "070177fceade4188a8b68364aa78647a",
            "b8d50603879e43b7993b69f29103071d",
            "82d3248336ef427383b3b22ff943aa7e",
            "c5405c48abfa4851b218712c0c94e14f",
            "b554f16dc68d4f8793e15938ec0dd2a5",
            "fcca0b796c17423f8cb274f0b8e8e07d",
            "442d27ddaa484119a7f39daa44761bf0",
            "da8cd84757d94ea9acda9d7a59ec6ab9",
            "cd2eb056d5a142d2861fcb4784f28b89"
          ]
        },
        "id": "F2Wl6CytHxXu",
        "outputId": "d07d1223-0de9-4a00-a1d1-85bcbdc6abee"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Downloading Bi-Encoder model...\n"
          ]
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "d2cb94ffe7544959bf8367d55a7d16fb",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "config.json:   0%|          | 0.00/270 [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "--- Finding top-k chunk related to claim: 'Biến đổi khí hậu đang làm thời tiết cực đoan hơn.' ---\n",
            "    Top 10 chunk best related for claim 'Biến đổi khí hậu đang làm thời tiết cực đoan hơn.':\n",
            "    - Score: 0.5347 - đảo. Ngoài ra, đại dương hấp thụ cacbon dioxit, giữ cho chúng không bay vào khí quyển. Tuy nhiên quá nhiều cacbon dioxit lại làm tăng tính axit của đạ...\n",
            "    - Score: 0.4574 - gấp 1.000 lần so với mọi thời điểm từng được ghi nhận trong lịch sử loài người. Một triệu loài sinh vật đang đứng trước nguy cơ tuyệt chủng trong vòng...\n",
            "    - Score: 0.4437 - Thời tiết nhiều cực đoan , không khí lạnh bắt đầu xuất hiện cuối …. Liên tiếp bão, áp thấp nhiệt đới và mưa lớn bất thường Trong vòng một tháng vừa qu...\n",
            "    - Score: 0.4167 - tượng cực đoan như dông, lốc, sét, mưa đá, gió giật mạnh vẫn có thể xảy ra ở nhiều nơi, tác động tiêu cực đến sản xuất nông nghiệp, giao thông và đời ...\n",
            "    - Score: 0.4027 - các hiện tượng thời tiết cực đoan là một trong những lý do làm gia tăng nạn đói cũng như tình trạng thiếu thốn dinh dưỡng. Thuỷ sản, cây trồng và vật ...\n",
            "    - Score: 0.3961 - thể làm giảm nguồn nước và mất đi những đồng cỏ để chăn thả, làm giảm năng suất mùa vụ và ảnh hưởng đến gia súc. Thêm nhiều mối đe doạ đến sức khoẻ Bi...\n",
            "    - Score: 0.3737 - Biến đổi khí hậu nghiêm trọng do nồng độ khí nhà kính tăng cao. Theo Live Science, lượng carbon dioxide (CO2) thải vào khí quyển của Trái Đất tăng ở m...\n",
            "    - Score: 0.3656 - Thành phố Hồ Chí Minh ứng phó biến đổi khí hậu bền vững | Báo …. Thời gian qua, biến đổi khí hậu không còn chỉ ở mức cảnh báo mà đã tác động tiêu cực ...\n",
            "    - Score: 0.3456 - trạng mất năng suất do các hiện tượng thời tiết khắc nghiệt đang được nền kinh tế thực sự cảm nhận ngay tại đây và ngay lúc này\". Kim chi Hàn Quốc bị ...\n",
            "    - Score: 0.3386 - độ cao và khiến việc thực hiện các công việc ngoài trời trở nên khó khăn hơn. Rủi ro cháy rừng cao hơn và lây lan nhanh hơn rất nhiều khi khí hậu nóng...\n",
            "\n",
            "--- Finding top-k chunk related to claim: 'Nhiệt độ toàn cầu đã tăng 1.1°C trong 100 năm qua.' ---\n",
            "    Top 10 chunk best related for claim 'Nhiệt độ toàn cầu đã tăng 1.1°C trong 100 năm qua.':\n",
            "    - Score: 0.7108 - ra nhanh hơn. Biểu hiện của hiện tượng này bao gồm băng tan, mực nước biển dâng, nhiệt độ toàn cầu tăng, gây ra thời tiết cực đoan... Nhiệt độ toàn cầ...\n",
            "    - Score: 0.6522 - khoảng 0,2-0,3 độ C. Trong giai đoạn này, nhiệt độ tăng chậm hơn so với những thập kỷ sau mặc dù các hoạt động công nghiệp đã bắt đầu phát thải lượng ...\n",
            "    - Score: 0.5944 - ECMWF, nhiệt độ trung bình toàn cầu năm 2024 là 15,10°C, cao hơn 0,72°C so với mức trung bình giai đoạn 1991-2020, và cao hơn 0,12°C so với năm 2023 -...\n",
            "    - Score: 0.5797 - trung bình toàn cầu cũng đạt mức kỷ lục trong 12 năm liên tiếp, hiện cao khoảng 101,4 mm so với mức trung bình của năm 1993. Hiện tượng thời tiết cực ...\n",
            "    - Score: 0.5706 - khi nhiệt độ toàn cầu cao hơn khoảng 1,2 độ C so với thời kỳ tiền công nghiệp. Mức tăng nhiệt độ không đều trên toàn cầu, Bắc Cực là nơi đã trải qua s...\n",
            "    - Score: 0.5329 - VnExpress Quá trình Trái Đất rực nóng trong 100 năm qua - Báo VnExpress. Cơ quan Hàng không Vũ trụ Mỹ (NASA) đầu tháng 6 công bố đồ họa mô tả xu hướng...\n",
            "    - Score: 0.4273 - 20 cm từ năm 1901 đến 2018 và dự đoán có thể tăng thêm từ 0,3 đến 1,1 mét vào cuối thế kỷ 21 nếu không có biện pháp kiềm chế khí thải. Tuy nhiên, tốc ...\n",
            "    - Score: 0.4215 - [Hỏi đáp] Tại sao lại phải lo ngại khi nhiệt độ trung bình .... Hỏi: Tại sao lại phải lo ngại khi nhiệt độ trung bình toàn cầu chỉ tăng một hoặc hai đ...\n",
            "    - Score: 0.3704 - phân bố lượng mưa lại không đồng đều. Một số khu vực như Đông Á và Bắc Âu ghi nhận lượng mưa gia tăng ít nhất 10%, trong khi nhiều khu vực khác, đặc b...\n",
            "    - Score: 0.3700 - kỷ 21, lượng mưa trong các trận bão lũ đã tăng từ 10-20%, chủ yếu do lượng hơi nước trong khí quyển tăng cao hơn khi nhiệt độ tăng. Biến đổi các hệ si...\n"
          ]
        }
      ],
      "source": [
        "from sentence_transformers import SentenceTransformer, util\n",
        "\n",
        "print(\"Downloading Bi-Encoder model...\")\n",
        "bi_encoder = SentenceTransformer('bkai-foundation-models/vietnamese-bi-encoder')\n",
        "\n",
        "# Dùng để lưu trữ top-k ứng viên cho mỗi claim\n",
        "retrieved_candidates_by_claim = {}\n",
        "\n",
        "# 2. Lặp qua từng claim và các chunk tương ứng của nó\n",
        "for claim, chunks_for_claim in evidence_by_claim.items():\n",
        "    print(f\"\\n--- Finding top-k chunk related to claim: '{claim}' ---\")\n",
        "\n",
        "    if not chunks_for_claim:\n",
        "        print(\"     No evidence chunk for this claim\")\n",
        "        retrieved_candidates_by_claim[claim] = []\n",
        "        continue\n",
        "\n",
        "    # Encode câu claim hiện tại\n",
        "    claim_embedding = bi_encoder.encode(claim, convert_to_tensor=True)\n",
        "\n",
        "    # Lấy danh sách văn bản từ các chunk của claim này\n",
        "    chunk_texts = [chunk['text'] for chunk in chunks_for_claim]\n",
        "\n",
        "    # Encode tất cả các chunk\n",
        "    chunk_embeddings = bi_encoder.encode(chunk_texts, convert_to_tensor=True)\n",
        "\n",
        "    # 3. Tính cosine similarity cho claim này với các chunk của nó\n",
        "    cosine_scores = util.cos_sim(claim_embedding, chunk_embeddings)[0]\n",
        "\n",
        "    # 4. Lấy ra top-k ứng viên tiềm năng\n",
        "    top_k = 20\n",
        "    # Đảm bảo top_k không lớn hơn số lượng chunk có sẵn\n",
        "    num_chunks_available = len(chunks_for_claim)\n",
        "    actual_top_k = min(top_k, num_chunks_available)\n",
        "\n",
        "    top_results_indices = cosine_scores.argsort(descending=True)[:actual_top_k]\n",
        "\n",
        "    # Lưu các ứng viên tốt nhất vào danh sách tạm\n",
        "    top_chunks_for_this_claim = []\n",
        "    print(f\"    Top {actual_top_k} chunk best related for claim '{claim}':\")\n",
        "    for idx in top_results_indices:\n",
        "        candidate = chunks_for_claim[idx]\n",
        "        top_chunks_for_this_claim.append(candidate)\n",
        "        print(f\"    - Score: {cosine_scores[idx]:.4f} - {candidate['text'][:150]}...\")\n",
        "\n",
        "    # Lưu kết quả top-k cho claim hiện tại\n",
        "    retrieved_candidates_by_claim[claim] = top_chunks_for_this_claim"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 35,
      "id": "dcfda1ac",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dcfda1ac",
        "outputId": "38cff467-3c26-4373-d490-21046c12707c"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Collecting py_vncorenlp\n",
            "  Downloading py_vncorenlp-0.1.4.tar.gz (3.9 kB)\n",
            "  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "Collecting pyjnius (from py_vncorenlp)\n",
            "  Downloading pyjnius-1.7.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.metadata (13 kB)\n",
            "Downloading pyjnius-1.7.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl (1.6 MB)\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.6/1.6 MB\u001b[0m \u001b[31m13.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hBuilding wheels for collected packages: py_vncorenlp\n",
            "  Building wheel for py_vncorenlp (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for py_vncorenlp: filename=py_vncorenlp-0.1.4-py3-none-any.whl size=4367 sha256=a7cd5582ff32332eb31beb3659122b9ef20e912b50a609fc38c5cba4be5b8800\n",
            "  Stored in directory: /root/.cache/pip/wheels/db/e5/ff/f4a1b4ece36e8582db1ca71150a34e987e65df50c35974e9bb\n",
            "Successfully built py_vncorenlp\n",
            "Installing collected packages: pyjnius, py_vncorenlp\n",
            "Successfully installed py_vncorenlp-0.1.4 pyjnius-1.7.0\n"
          ]
        }
      ],
      "source": [
        "!pip install py_vncorenlp"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 36,
      "id": "9J1Z1TzdOBfX",
      "metadata": {
        "id": "9J1Z1TzdOBfX"
      },
      "outputs": [],
      "source": [
        "from sentence_transformers.cross_encoder import CrossEncoder\n",
        "import py_vncorenlp\n",
        "import os"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 38,
      "id": "4Ir8-sglYyHu",
      "metadata": {
        "id": "4Ir8-sglYyHu"
      },
      "outputs": [],
      "source": [
        "!mkdir /content/vncorenlp_model"
      ]
    },
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        "id": "qYo7yMI9H1Uc",
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      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "Loading VnCoreNLP word segmenter...\n",
            "\n",
            "Downloading PhoRanker Cross-Encoder model...\n"
          ]
        },
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          "text": [
            "\n",
            "--- Reranking evidences for claim: 'Biến đổi khí hậu đang làm thời tiết cực đoan hơn.' ---\n",
            "    Top 10 evidences after reranking:\n",
            "    - Score: 0.7793 - trạng mất năng suất do các hiện tượng thời tiết khắc nghiệt đang được nền kinh tế thực sự cảm nhận ngay tại đây và ngay lúc này\". Kim chi Hàn Quốc bị đe dọa bởi biến đổi khí hậu tại quê nhà Ông Denton kêu gọi các nhà lãnh đạo thế giới phản ứng nhanh chóng và đồng bộ trước các tác động kinh tế do thời tiết khắc nghiệt gây ra, đồng thời khẳng định việc \"rút hầu bao\" cho khí hậu là đầu tư vào một nền kinh tế toàn cầu mạnh mẽ và kiên cường, nơi tất cả mọi người đều được hưởng lợi. Bộ trưởng Môi trường (Source: https://thanhnien.vn/the-gioi-chiu-ton-that-khung-do-bien-doi-khi-hau-185241111225813102.htm)\n",
            "    - Score: 0.7515 - độ cao và khiến việc thực hiện các công việc ngoài trời trở nên khó khăn hơn. Rủi ro cháy rừng cao hơn và lây lan nhanh hơn rất nhiều khi khí hậu nóng lên. Nhiệt độ ở hai Cực đã tăng lên ít nhất là gấp hai lần so với mức tăng trung bình của thế giới. Hình thành thêm nhiều cơn bão dữ dội Những cơn bão lớn đang trở nên khốc liệt hơn và xuất hiện thường xuyên hơn ở nhiều khu vực. Do nhiệt độ tăng, nước bốc hơi càng nhiều khiến tình trạng mưa cực lớn và ngập lụt trở nên trầm trọng hơn, kéo theo thêm nhiều cơn (Source: https://vietnam.un.org/vi/175280-nguyên-nhân-và-ảnh-hưởng-của-biến-đổi-khí-hậu)\n",
            "    - Score: 0.6157 - các hiện tượng thời tiết cực đoan là một trong những lý do làm gia tăng nạn đói cũng như tình trạng thiếu thốn dinh dưỡng. Thuỷ sản, cây trồng và vật nuôi có thể bị huỷ hoại hoặc năng suất sẽ kém đi. Khi mà nồng độ axit trong nước biển tăng cao, nguồn hải sản đang nuôi sống hàng tỷ người đang bị đe doạ. Sự thay đổi của lớp băng tuyết ở nhiều vùng cực Bắc đã làm gián đoạn nguồn lương thực đến từ hoạt động chăn nuôi, săn bắn và đánh cá. Tình trạng nóng lên có thể làm giảm nguồn nước và mất đi những đồng cỏ (Source: https://vietnam.un.org/vi/175280-nguyên-nhân-và-ảnh-hưởng-của-biến-đổi-khí-hậu)\n",
            "    - Score: 0.0488 - Thành phố Hồ Chí Minh ứng phó biến đổi khí hậu bền vững | Báo …. Thời gian qua, biến đổi khí hậu không còn chỉ ở mức cảnh báo mà đã tác động tiêu cực đến nhiều lĩnh vực của đời sống. Đó là tình trạng ngập lụt, xâm nhập mặn, hạn hán, hiện tượng nhà kính, thời tiết cực đoan,… diễn ra ngày càng nghiêm trọng, gây thiệt hại về kinh tế và sức khỏe cộng đồng. Thành phố Hồ Chí Minh là một trong 10 thành phố trên thế giới có nguy cơ ảnh hưởng nhiều nhất bởi biến đổi khí hậu khi các tính toán cho thấy, nếu mực nước (Source: https://nhandan.vn/thich-ung-bien-doi-khi-hau-thuan-thien-ben-vung-post909799.html)\n",
            "    - Score: 0.0434 - gấp 1.000 lần so với mọi thời điểm từng được ghi nhận trong lịch sử loài người. Một triệu loài sinh vật đang đứng trước nguy cơ tuyệt chủng trong vòng vài thập kỷ tới. Cháy rừng, thời tiết khắc nghiệt và sâu bệnh xâm hại là một trong những mối nguy hại có liên quan đến biến đổi khí hậu. Một số giống loài có thể di cư và tiếp tục tồn tại, tuy nhiên không phải loài nào cũng làm được như vậy. Thiếu thốn lương thực Sự thay đổi về khí hậu cũng như sự gia tăng của các hiện tượng thời tiết cực đoan là một trong (Source: https://vietnam.un.org/vi/175280-nguyên-nhân-và-ảnh-hưởng-của-biến-đổi-khí-hậu)\n",
            "    - Score: 0.0403 - Thời tiết nhiều cực đoan , không khí lạnh bắt đầu xuất hiện cuối …. Liên tiếp bão, áp thấp nhiệt đới và mưa lớn bất thường Trong vòng một tháng vừa qua (11/8 – 10/9/2025), thời tiết ở Việt Nam có nhiều biến động mạnh, khi liên tiếp xuất hiện bão, áp thấp nhiệt đới, mưa lớn vượt kỷ lục và các đợt nắng nóng gay gắt. Bước sang giai đoạn nửa cuối tháng 9 và đầu tháng 10, Trung tâm Dự báo Khí tượng Thủy văn Quốc gia cho biết không khí lạnh sẽ bắt đầu xuất hiện, song cường độ còn yếu và chưa gây biến đổi rõ rệt (Source: https://suckhoedoisong.vn/thoi-tiet-nhieu-cuc-doan-khong-khi-lanh-bat-dau-xuat-hien-cuoi-thang-9-169250911142833889.htm)\n",
            "    - Score: 0.0187 - thể làm giảm nguồn nước và mất đi những đồng cỏ để chăn thả, làm giảm năng suất mùa vụ và ảnh hưởng đến gia súc. Thêm nhiều mối đe doạ đến sức khoẻ Biến đổi khí hậu là mối đe doạ về sức khoẻ lớn nhất mà con người phải đối mặt. Tác động đến khí hậu đã và đang gây hại cho sức khoẻ con người, từ những vấn đề như ô nhiễm không khí, bệnh dịch, hiện tượng thời tiết cực đoan, việc bắt buộc phải di dời, áp lực đến sức khoẻ tinh thần và sự gia tăng của nạn đói, cho đến tình trạng thiếu dinh dưỡng ở những khu vực mà (Source: https://vietnam.un.org/vi/175280-nguyên-nhân-và-ảnh-hưởng-của-biến-đổi-khí-hậu)\n",
            "    - Score: 0.0039 - đảo. Ngoài ra, đại dương hấp thụ cacbon dioxit, giữ cho chúng không bay vào khí quyển. Tuy nhiên quá nhiều cacbon dioxit lại làm tăng tính axit của đại dương và ảnh hưởng đến các sinh vật biển và rạn san hô. Các loài sinh vật biến mất Biến đổi khí hậu đe doạ đến sự tồn tại của các loài sinh vật cả trên cạn lẫn dưới biển. Nguy cơ ngày càng tăng khi nhiệt độ càng lên cao. Do biến đổi khí hậu, các sinh vật trên thế giới đang biến mất dần với tốc độ nhanh hơn gấp 1.000 lần so với mọi thời điểm từng được ghi (Source: https://vietnam.un.org/vi/175280-nguyên-nhân-và-ảnh-hưởng-của-biến-đổi-khí-hậu)\n",
            "    - Score: 0.0009 - tượng cực đoan như dông, lốc, sét, mưa đá, gió giật mạnh vẫn có thể xảy ra ở nhiều nơi, tác động tiêu cực đến sản xuất nông nghiệp, giao thông và đời sống dân sinh. Trung tâm Dự báo Khí tượng Thủy văn Quốc gia khuyến cáo chính quyền địa phương và người dân theo dõi chặt chẽ các bản tin dự báo, cảnh báo tiếp theo. Việc chủ động phương án ứng phó, nhất là tại các khu vực có nguy cơ lũ quét, sạt lở đất, vùng ven biển chịu ảnh hưởng bão, sẽ góp phần giảm thiểu thiệt hại. (Source: https://suckhoedoisong.vn/thoi-tiet-nhieu-cuc-doan-khong-khi-lanh-bat-dau-xuat-hien-cuoi-thang-9-169250911142833889.htm)\n",
            "    - Score: 0.0005 - Biến đổi khí hậu nghiêm trọng do nồng độ khí nhà kính tăng cao. Theo Live Science, lượng carbon dioxide (CO2) thải vào khí quyển của Trái Đất tăng ở mức kỷ lục trong năm 2024. Nồng độ CO2 tăng thêm 3,5 phần triệu (ppm) từ năm 2023 đến 2024, đánh dấu mức tăng lớn nhất trong một năm kể từ năm 1957. Các nhà nghiên cứu nhận định mức tăng kỷ lục này là kết quả từ việc con người tiếp tục sử dụng nhiên liệu hóa thạch, số vụ cháy rừng tăng vọt và các bể chứa carbon tự nhiên trên Trái Đất (như đại dương và rừng) hấp (Source: https://vnexpress.net/luong-co2-toan-cau-dat-muc-cao-ky-luc-4952520.html)\n",
            "\n",
            "--- Reranking evidences for claim: 'Nhiệt độ toàn cầu đã tăng 1.1°C trong 100 năm qua.' ---\n",
            "    Top 10 evidences after reranking:\n",
            "    - Score: 0.9858 - ra nhanh hơn. Biểu hiện của hiện tượng này bao gồm băng tan, mực nước biển dâng, nhiệt độ toàn cầu tăng, gây ra thời tiết cực đoan... Nhiệt độ toàn cầu tăng Theo NASA, trong 100 năm qua, nhiệt độ toàn cầu đã tăng khoảng 1,1-1,2 độ C (2 độ F) so với mức trung bình trong thời kỳ trước công nghiệp (khoảng năm 1850-1900). Sự tăng nhiệt này không đều và có sự thay đổi theo từng giai đoạn. Từ năm 1900 đến 1970, sự gia tăng trung bình của nhiệt độ toàn cầu ước tính khoảng 0,2-0,3 độ C. Trong giai đoạn này, nhiệt (Source: https://vnexpress.net/bien-doi-khi-hau-4796505.html)\n",
            "    - Score: 0.9131 - VnExpress Quá trình Trái Đất rực nóng trong 100 năm qua - Báo VnExpress. Cơ quan Hàng không Vũ trụ Mỹ (NASA) đầu tháng 6 công bố đồ họa mô tả xu hướng nóng lên toàn cầu trong giai đoạn 1880-2015, theo Telegraph. Đồ họa cho thấy trong hơn 100 năm qua, nhiệt độ trên Trái Đất đã thay đổi từ màu xanh lam biểu thị cho mức nhiệt lạnh hơn trung bình cho đến màu cam rực nóng trên toàn cầu, thể hiện nhiệt độ ấm hơn mức trung bình. Trái Đất xuất hiện với phần lớn là màu xanh lam trong giai đoạn đầu của thế kỷ 20. (Source: https://vnexpress.net/qua-trinh-trai-dat-ruc-nong-trong-100-nam-qua-3601999.html)\n",
            "    - Score: 0.8491 - trung bình toàn cầu cũng đạt mức kỷ lục trong 12 năm liên tiếp, hiện cao khoảng 101,4 mm so với mức trung bình của năm 1993. Hiện tượng thời tiết cực đoan Sự ấm lên của nhiệt độ bề mặt trái đất đang góp phần làm gia tăng tần suất và cường độ của các hiện tượng thời tiết cực đoan như nắng nóng, hạn hán, lũ lụt, bão lớn... Nghiên cứu của IPCC cho thấy rằng lượng mưa toàn cầu đã gia tăng trung bình khoảng 1% mỗi thập kỷ, từ 10-20% trong 100 năm qua, nhưng sự phân bố lượng mưa lại không đồng đều. Một số khu (Source: https://vnexpress.net/bien-doi-khi-hau-4796505.html)\n",
            "    - Score: 0.8228 - khoảng 0,2-0,3 độ C. Trong giai đoạn này, nhiệt độ tăng chậm hơn so với những thập kỷ sau mặc dù các hoạt động công nghiệp đã bắt đầu phát thải lượng lớn khí nhà kính. Những năm 1970 - 2010, tốc độ tăng nhiệt trở nên nhanh hơn. Theo dữ liệu của NASA và NOAA, nhiệt độ trung bình toàn cầu trong thời gian này tăng thêm khoảng 0,7 độ C. Giai đoạn 2010 đến nay là những năm có nhiệt độ cao nhất trong lịch sử hiện đại. Cụ thể, năm 2016 và 2020 là 2 năm nóng kỷ lục khi nhiệt độ toàn cầu cao hơn khoảng 1,2 độ C so (Source: https://vnexpress.net/bien-doi-khi-hau-4796505.html)\n",
            "    - Score: 0.6299 - 20 cm từ năm 1901 đến 2018 và dự đoán có thể tăng thêm từ 0,3 đến 1,1 mét vào cuối thế kỷ 21 nếu không có biện pháp kiềm chế khí thải. Tuy nhiên, tốc độ tăng này diễn ra không đều ở một vài giai đoạn. Trong 50 năm qua, đại dương đã hấp thụ hơn 90% năng lượng dư thừa mà khí nhà kính và các yếu tố khác giữ lại trong trái đất. Nhiệt độ của đại dương, được đo từ bề mặt cho đến độ sâu 2.000 m tiếp tục tăng và đạt mức cao kỷ lục vào năm 2023. Đồng thời, mực nước biển trung bình toàn cầu cũng đạt mức kỷ lục trong (Source: https://vnexpress.net/bien-doi-khi-hau-4796505.html)\n",
            "    - Score: 0.2812 - ECMWF, nhiệt độ trung bình toàn cầu năm 2024 là 15,10°C, cao hơn 0,72°C so với mức trung bình giai đoạn 1991-2020, và cao hơn 0,12°C so với năm 2023 - năm nóng nhất được ghi nhận trước đó. Một kỷ lục mới về nhiệt độ trung bình toàn cầu hằng ngày đã được ghi nhận vào ngày 22-7-2024, ở mức 17,16°C. Tối đa: 1500 ký tự Hiện chưa có bình luận nào, hãy là người đầu tiên bình luận (Source: https://tuoitre.vn/to-chuc-khi-tuong-the-gioi-2024-la-nam-nong-nhat-lich-su-20250110193302348.htm)\n",
            "    - Score: 0.1848 - khi nhiệt độ toàn cầu cao hơn khoảng 1,2 độ C so với thời kỳ tiền công nghiệp. Mức tăng nhiệt độ không đều trên toàn cầu, Bắc Cực là nơi đã trải qua sự gia tăng nhiệt độ lớn nhất, ghi nhận sự ấm lên 2-3 độ C so với trung bình một số khu vực. Mực nước biển dâng Nóng lên toàn cầu gây ra hiện tượng tan chảy băng ở các vùng cực và sông băng, làm mực nước biển dâng lên. Theo báo cáo của IPCC (Ban liên chính phủ về biến đổi khí hậu), mực nước biển đã tăng khoảng 20 cm từ năm 1901 đến 2018 và dự đoán có thể tăng (Source: https://vnexpress.net/bien-doi-khi-hau-4796505.html)\n",
            "    - Score: 0.0724 - [Hỏi đáp] Tại sao lại phải lo ngại khi nhiệt độ trung bình .... Hỏi: Tại sao lại phải lo ngại khi nhiệt độ trung bình toàn cầu chỉ tăng một hoặc hai độ? Trả lời: Về vấn đề gia tăng nhiệt độ trung bình toàn cầu, mặc dù mức tăng 1 hoặc 2 độ C trong nhiệt độ trung bình toàn cầu có vẻ không đáng kể trong trải nghiệm hằng ngày, song đối với hệ thống khí hậu Trái Đất, đây là một sự thay đổi rất lớn và đáng lo ngại, cần được nhận thức và hành động kịp thời vì các lý do sau: - Năng lượng khổng lồ được tích lũy: (Source: https://nhandan.vn/hoi-dap-tai-sao-lai-phai-lo-ngai-khi-nhiet-do-trung-binh-toan-cau-chi-tang-1-hoac-2-do-c-post894648.html)\n",
            "    - Score: 0.0017 - kỷ 21, lượng mưa trong các trận bão lũ đã tăng từ 10-20%, chủ yếu do lượng hơi nước trong khí quyển tăng cao hơn khi nhiệt độ tăng. Biến đổi các hệ sinh thái Nhiệt độ tăng và thay đổi mô hình thời tiết dẫn đến biến đổi trong các hệ sinh thái. Nhiều loài động thực vật không thể thích nghi kịp với điều kiện mới, dẫn đến nguy cơ tuyệt chủng. Trong báo cáo AR6 (Assessment Report 6) của IPCC vào năm 2021, các nhà khoa học ước tính rằng khoảng một triệu loài có nguy cơ tuyệt chủng trong thời gian tới do biến đổi (Source: https://vnexpress.net/bien-doi-khi-hau-4796505.html)\n",
            "    - Score: 0.0002 - phân bố lượng mưa lại không đồng đều. Một số khu vực như Đông Á và Bắc Âu ghi nhận lượng mưa gia tăng ít nhất 10%, trong khi nhiều khu vực khác, đặc biệt là ở các nước đang phát triển, lại bị giảm lượng mưa. Mưa tăng cao ở một số khu vực nhưng tình trạng hạn hán lại cho thấy dấu hiệu nghiêm trọng hơn. Nghiên cứu của Viện Nghiên cứu Thế giới (WRI) cho thấy từ 1980 đến 2010, tần suất hạn hán đã tăng 29%. Bão và áp thấp nhiệt đới cũng được dự đoán gia tăng trong thời gian tới. Theo một nghiên cứu của Liên Hợp (Source: https://vnexpress.net/bien-doi-khi-hau-4796505.html)\n"
          ]
        }
      ],
      "source": [
        "print(\"\\nLoading VnCoreNLP word segmenter...\")\n",
        "VNCORENLP_SAVE_DIR = '/content/vncorenlp_model'\n",
        "if not os.path.exists(os.path.join(VNCORENLP_SAVE_DIR, 'model')):\n",
        "  py_vncorenlp.download_model(save_dir=VNCORENLP_SAVE_DIR)\n",
        "\n",
        "if 'rdrsegmenter' not in globals():\n",
        "    rdrsegmenter = py_vncorenlp.VnCoreNLP(annotators=[\"wseg\"], save_dir=VNCORENLP_SAVE_DIR)\n",
        "else:\n",
        "    print(\"VnCoreNLP segmenter already initialized — reusing existing instance.\")\n",
        "\n",
        "# Tải mô hình Cross-Encoder PhoRanker (Vietnamese)\n",
        "print(\"\\nDownloading PhoRanker Cross-Encoder model...\")\n",
        "MODEL_ID = 'itdainb/PhoRanker'\n",
        "MAX_LENGTH = 256\n",
        "cross_encoder = CrossEncoder(MODEL_ID, max_length=MAX_LENGTH)\n",
        "\n",
        "# Nếu GPU hỗ trợ FP16\n",
        "try:\n",
        "    cross_encoder.model.half()\n",
        "except Exception as e:\n",
        "    print(f\"Warning: Unable to convert model to FP16 ({e})\")\n",
        "\n",
        "# Reranking bằng mô hình PhoRanker\n",
        "final_evidence_by_claim = {}\n",
        "\n",
        "for claim, candidates in retrieved_candidates_by_claim.items():\n",
        "    print(f\"\\n--- Reranking evidences for claim: '{claim}' ---\")\n",
        "\n",
        "    if not candidates:\n",
        "        print(\"     No candidate to rerank.\")\n",
        "        final_evidence_by_claim[claim] = []\n",
        "        continue\n",
        "\n",
        "    # Lấy danh sách văn bản ứng viên\n",
        "    candidate_texts = [candidate['text'] for candidate in candidates]\n",
        "\n",
        "    # Tách từ và NỐI LẠI THÀNH CHUỖI\n",
        "    tokenized_claim = \" \".join(rdrsegmenter.word_segment(claim))\n",
        "    tokenized_candidates = [\" \".join(rdrsegmenter.word_segment(text)) for text in candidate_texts]\n",
        "\n",
        "    # Tạo cặp (claim, candidate) ở dạng chuỗi\n",
        "    tokenized_pairs = [[tokenized_claim, sent] for sent in tokenized_candidates]\n",
        "\n",
        "    # Dự đoán điểm liên quan\n",
        "    cross_scores = cross_encoder.predict(tokenized_pairs)\n",
        "\n",
        "    # Gộp điểm + dữ liệu ứng viên\n",
        "    reranked_results = list(zip(cross_scores, candidates))\n",
        "    reranked_results.sort(key=lambda x: x[0], reverse=True)\n",
        "\n",
        "    # Giới hạn top-k\n",
        "    final_top_k = 10\n",
        "    actual_final_top_k = min(final_top_k, len(candidates))\n",
        "    final_evidence = reranked_results[:actual_final_top_k]\n",
        "\n",
        "    # Lưu kết quả\n",
        "    final_evidence_by_claim[claim] = final_evidence\n",
        "\n",
        "    print(f\"    Top {actual_final_top_k} evidences after reranking:\")\n",
        "    for score, chunk in final_evidence:\n",
        "        print(f\"    - Score: {score:.4f} - {chunk['text']} (Source: {chunk.get('link', 'N/A')})\")\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 40,
      "id": "AHMdGO0JOECE",
      "metadata": {
        "id": "AHMdGO0JOECE"
      },
      "outputs": [],
      "source": [
        "from transformers import AutoTokenizer, AutoModelForSequenceClassification\n",
        "import torch\n",
        "import json"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 41,
      "id": "B3CSkIO6FqEz",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 194,
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        },
        "id": "B3CSkIO6FqEz",
        "outputId": "cba6a5e6-c794-4ce9-feb0-423fb521e89b"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Downloading module NLI (FEVER-trained)...\n"
          ]
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "423e6a98a92c4d678b809ddd91d6095d",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "tokenizer_config.json:   0%|          | 0.00/25.0 [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "0ca91a300a2946209c352fd0570711bf",
              "version_major": 2,
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            "text/plain": [
              "config.json:   0%|          | 0.00/734 [00:00<?, ?B/s]"
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          "metadata": {},
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        {
          "data": {
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              "model_id": "ffbefa1b3c4d49388319da237672c5d0",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "sentencepiece.bpe.model:   0%|          | 0.00/5.07M [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "392a3dfe16ed469e95e5a022d94100ed",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "special_tokens_map.json:   0%|          | 0.00/150 [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "4bdd77352edb48ba9f43ee7ee6d72638",
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            "text/plain": [
              "model.safetensors:   0%|          | 0.00/2.24G [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "print(\"Downloading module NLI (FEVER-trained)...\")\n",
        "nli_model_name = \"vicgalle/xlm-roberta-large-xnli-anli\"\n",
        "\n",
        "tokenizer = AutoTokenizer.from_pretrained(nli_model_name)\n",
        "nli_model = AutoModelForSequenceClassification.from_pretrained(nli_model_name)\n",
        "\n",
        "def classify_stance(claim: str, evidence_text: str) -> dict:\n",
        "    \"\"\"\n",
        "    Phân loại lập trường của một bằng chứng so với một claim sử dụng mô hình NLI.\n",
        "    (Hàm này giữ nguyên y hệt như trong notebook gốc của bạn)\n",
        "    \"\"\"\n",
        "    # Mã hóa cặp (bằng chứng, claim)\n",
        "    # Premise = evidence_text, Hypothesis = claim\n",
        "\n",
        "    # Cắt bớt văn bản để tránh lỗi token quá dài\n",
        "    tokenized_input = tokenizer(evidence_text, claim, return_tensors='pt', truncation=True, max_length=512)\n",
        "\n",
        "    with torch.no_grad():\n",
        "        outputs = nli_model(**tokenized_input)\n",
        "\n",
        "    # Lấy điểm số xác suất cho mỗi nhãn\n",
        "    logits = outputs.logits\n",
        "    probabilities = torch.softmax(logits, dim=1).squeeze().tolist()\n",
        "\n",
        "    # Các mô hình XNLI thường có thứ tự nhãn: [contradiction, neutral, entailment]\n",
        "    # tương ứng với index [0, 1, 2]\n",
        "    # (Mô hình Moritz này cũng theo thứ tự đó)\n",
        "    labels = ['Refute', 'Neutral', 'Support']\n",
        "\n",
        "    # Tìm nhãn có xác suất cao nhất\n",
        "    predicted_index = torch.argmax(logits, dim=1).item()\n",
        "    predicted_label = labels[predicted_index]\n",
        "\n",
        "    return {\n",
        "        \"stance\": predicted_label,\n",
        "        \"score\": probabilities[predicted_index],\n",
        "        \"scores_all\": {\n",
        "            \"refute\": probabilities[0],\n",
        "            \"neutral\": probabilities[1],\n",
        "            \"support\": probabilities[2]\n",
        "        }\n",
        "    }"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 42,
      "id": "kBYXeNpdIRdt",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kBYXeNpdIRdt",
        "outputId": "21fe9d1b-ddbb-4950-e79f-441b0234b77b"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "--- Phân loại lập trường cho claim: 'Biến đổi khí hậu đang làm thời tiết cực đoan hơn.' ---\n",
            "  -> Stance: Neutral ({'refute': 0.001268339459784329, 'neutral': 0.906964123249054, 'support': 0.09176759421825409}): | Text: trạng mất năng suất do các hiện tượng thời tiết khắc nghiệt đang được nền kinh tế thực sự cảm nhận ngay tại đây và ngay lúc này\". Kim chi Hàn Quốc bị đe dọa bởi biến đổi khí hậu tại quê nhà Ông Denton kêu gọi các nhà lãnh đạo thế giới phản ứng nhanh chóng và đồng bộ trước các tác động kinh tế do thời tiết khắc nghiệt gây ra, đồng thời khẳng định việc \"rút hầu bao\" cho khí hậu là đầu tư vào một nền kinh tế toàn cầu mạnh mẽ và kiên cường, nơi tất cả mọi người đều được hưởng lợi. Bộ trưởng Môi trường\n",
            "  -> Stance: Support ({'refute': 0.0006083848420530558, 'neutral': 0.00215887906961143, 'support': 0.9972327351570129}): | Text: độ cao và khiến việc thực hiện các công việc ngoài trời trở nên khó khăn hơn. Rủi ro cháy rừng cao hơn và lây lan nhanh hơn rất nhiều khi khí hậu nóng lên. Nhiệt độ ở hai Cực đã tăng lên ít nhất là gấp hai lần so với mức tăng trung bình của thế giới. Hình thành thêm nhiều cơn bão dữ dội Những cơn bão lớn đang trở nên khốc liệt hơn và xuất hiện thường xuyên hơn ở nhiều khu vực. Do nhiệt độ tăng, nước bốc hơi càng nhiều khiến tình trạng mưa cực lớn và ngập lụt trở nên trầm trọng hơn, kéo theo thêm nhiều cơn\n",
            "  -> Stance: Support ({'refute': 0.006232934538275003, 'neutral': 0.0169958658516407, 'support': 0.9767712354660034}): | Text: các hiện tượng thời tiết cực đoan là một trong những lý do làm gia tăng nạn đói cũng như tình trạng thiếu thốn dinh dưỡng. Thuỷ sản, cây trồng và vật nuôi có thể bị huỷ hoại hoặc năng suất sẽ kém đi. Khi mà nồng độ axit trong nước biển tăng cao, nguồn hải sản đang nuôi sống hàng tỷ người đang bị đe doạ. Sự thay đổi của lớp băng tuyết ở nhiều vùng cực Bắc đã làm gián đoạn nguồn lương thực đến từ hoạt động chăn nuôi, săn bắn và đánh cá. Tình trạng nóng lên có thể làm giảm nguồn nước và mất đi những đồng cỏ\n",
            "  -> Stance: Support ({'refute': 0.0012258015340194106, 'neutral': 0.0287476796656847, 'support': 0.9700265526771545}): | Text: Thành phố Hồ Chí Minh ứng phó biến đổi khí hậu bền vững | Báo …. Thời gian qua, biến đổi khí hậu không còn chỉ ở mức cảnh báo mà đã tác động tiêu cực đến nhiều lĩnh vực của đời sống. Đó là tình trạng ngập lụt, xâm nhập mặn, hạn hán, hiện tượng nhà kính, thời tiết cực đoan,… diễn ra ngày càng nghiêm trọng, gây thiệt hại về kinh tế và sức khỏe cộng đồng. Thành phố Hồ Chí Minh là một trong 10 thành phố trên thế giới có nguy cơ ảnh hưởng nhiều nhất bởi biến đổi khí hậu khi các tính toán cho thấy, nếu mực nước\n",
            "  -> Stance: Support ({'refute': 0.0005688666715286672, 'neutral': 0.0038793468847870827, 'support': 0.9955517649650574}): | Text: gấp 1.000 lần so với mọi thời điểm từng được ghi nhận trong lịch sử loài người. Một triệu loài sinh vật đang đứng trước nguy cơ tuyệt chủng trong vòng vài thập kỷ tới. Cháy rừng, thời tiết khắc nghiệt và sâu bệnh xâm hại là một trong những mối nguy hại có liên quan đến biến đổi khí hậu. Một số giống loài có thể di cư và tiếp tục tồn tại, tuy nhiên không phải loài nào cũng làm được như vậy. Thiếu thốn lương thực Sự thay đổi về khí hậu cũng như sự gia tăng của các hiện tượng thời tiết cực đoan là một trong\n",
            "  -> Stance: Neutral ({'refute': 0.004533444065600634, 'neutral': 0.7651271224021912, 'support': 0.23033949732780457}): | Text: Thời tiết nhiều cực đoan , không khí lạnh bắt đầu xuất hiện cuối …. Liên tiếp bão, áp thấp nhiệt đới và mưa lớn bất thường Trong vòng một tháng vừa qua (11/8 – 10/9/2025), thời tiết ở Việt Nam có nhiều biến động mạnh, khi liên tiếp xuất hiện bão, áp thấp nhiệt đới, mưa lớn vượt kỷ lục và các đợt nắng nóng gay gắt. Bước sang giai đoạn nửa cuối tháng 9 và đầu tháng 10, Trung tâm Dự báo Khí tượng Thủy văn Quốc gia cho biết không khí lạnh sẽ bắt đầu xuất hiện, song cường độ còn yếu và chưa gây biến đổi rõ rệt\n",
            "  -> Stance: Support ({'refute': 0.0005436199135147035, 'neutral': 0.012150200083851814, 'support': 0.9873061180114746}): | Text: thể làm giảm nguồn nước và mất đi những đồng cỏ để chăn thả, làm giảm năng suất mùa vụ và ảnh hưởng đến gia súc. Thêm nhiều mối đe doạ đến sức khoẻ Biến đổi khí hậu là mối đe doạ về sức khoẻ lớn nhất mà con người phải đối mặt. Tác động đến khí hậu đã và đang gây hại cho sức khoẻ con người, từ những vấn đề như ô nhiễm không khí, bệnh dịch, hiện tượng thời tiết cực đoan, việc bắt buộc phải di dời, áp lực đến sức khoẻ tinh thần và sự gia tăng của nạn đói, cho đến tình trạng thiếu dinh dưỡng ở những khu vực mà\n",
            "  -> Stance: Neutral ({'refute': 0.003817974589765072, 'neutral': 0.579178512096405, 'support': 0.4170035719871521}): | Text: đảo. Ngoài ra, đại dương hấp thụ cacbon dioxit, giữ cho chúng không bay vào khí quyển. Tuy nhiên quá nhiều cacbon dioxit lại làm tăng tính axit của đại dương và ảnh hưởng đến các sinh vật biển và rạn san hô. Các loài sinh vật biến mất Biến đổi khí hậu đe doạ đến sự tồn tại của các loài sinh vật cả trên cạn lẫn dưới biển. Nguy cơ ngày càng tăng khi nhiệt độ càng lên cao. Do biến đổi khí hậu, các sinh vật trên thế giới đang biến mất dần với tốc độ nhanh hơn gấp 1.000 lần so với mọi thời điểm từng được ghi\n",
            "  -> Stance: Neutral ({'refute': 0.0004375783901195973, 'neutral': 0.9911271929740906, 'support': 0.008435151539742947}): | Text: tượng cực đoan như dông, lốc, sét, mưa đá, gió giật mạnh vẫn có thể xảy ra ở nhiều nơi, tác động tiêu cực đến sản xuất nông nghiệp, giao thông và đời sống dân sinh. Trung tâm Dự báo Khí tượng Thủy văn Quốc gia khuyến cáo chính quyền địa phương và người dân theo dõi chặt chẽ các bản tin dự báo, cảnh báo tiếp theo. Việc chủ động phương án ứng phó, nhất là tại các khu vực có nguy cơ lũ quét, sạt lở đất, vùng ven biển chịu ảnh hưởng bão, sẽ góp phần giảm thiểu thiệt hại.\n",
            "  -> Stance: Neutral ({'refute': 0.0004503368691075593, 'neutral': 0.998719334602356, 'support': 0.0008302544592879713}): | Text: Biến đổi khí hậu nghiêm trọng do nồng độ khí nhà kính tăng cao. Theo Live Science, lượng carbon dioxide (CO2) thải vào khí quyển của Trái Đất tăng ở mức kỷ lục trong năm 2024. Nồng độ CO2 tăng thêm 3,5 phần triệu (ppm) từ năm 2023 đến 2024, đánh dấu mức tăng lớn nhất trong một năm kể từ năm 1957. Các nhà nghiên cứu nhận định mức tăng kỷ lục này là kết quả từ việc con người tiếp tục sử dụng nhiên liệu hóa thạch, số vụ cháy rừng tăng vọt và các bể chứa carbon tự nhiên trên Trái Đất (như đại dương và rừng) hấp\n",
            "\n",
            "--- Phân loại lập trường cho claim: 'Nhiệt độ toàn cầu đã tăng 1.1°C trong 100 năm qua.' ---\n",
            "  -> Stance: Support ({'refute': 0.31958168745040894, 'neutral': 0.06753382831811905, 'support': 0.6128844618797302}): | Text: ra nhanh hơn. Biểu hiện của hiện tượng này bao gồm băng tan, mực nước biển dâng, nhiệt độ toàn cầu tăng, gây ra thời tiết cực đoan... Nhiệt độ toàn cầu tăng Theo NASA, trong 100 năm qua, nhiệt độ toàn cầu đã tăng khoảng 1,1-1,2 độ C (2 độ F) so với mức trung bình trong thời kỳ trước công nghiệp (khoảng năm 1850-1900). Sự tăng nhiệt này không đều và có sự thay đổi theo từng giai đoạn. Từ năm 1900 đến 1970, sự gia tăng trung bình của nhiệt độ toàn cầu ước tính khoảng 0,2-0,3 độ C. Trong giai đoạn này, nhiệt\n",
            "  -> Stance: Neutral ({'refute': 0.0037092361599206924, 'neutral': 0.9940451383590698, 'support': 0.0022455360740423203}): | Text: VnExpress Quá trình Trái Đất rực nóng trong 100 năm qua - Báo VnExpress. Cơ quan Hàng không Vũ trụ Mỹ (NASA) đầu tháng 6 công bố đồ họa mô tả xu hướng nóng lên toàn cầu trong giai đoạn 1880-2015, theo Telegraph. Đồ họa cho thấy trong hơn 100 năm qua, nhiệt độ trên Trái Đất đã thay đổi từ màu xanh lam biểu thị cho mức nhiệt lạnh hơn trung bình cho đến màu cam rực nóng trên toàn cầu, thể hiện nhiệt độ ấm hơn mức trung bình. Trái Đất xuất hiện với phần lớn là màu xanh lam trong giai đoạn đầu của thế kỷ 20.\n",
            "  -> Stance: Neutral ({'refute': 0.0601656548678875, 'neutral': 0.9268587231636047, 'support': 0.012975604273378849}): | Text: trung bình toàn cầu cũng đạt mức kỷ lục trong 12 năm liên tiếp, hiện cao khoảng 101,4 mm so với mức trung bình của năm 1993. Hiện tượng thời tiết cực đoan Sự ấm lên của nhiệt độ bề mặt trái đất đang góp phần làm gia tăng tần suất và cường độ của các hiện tượng thời tiết cực đoan như nắng nóng, hạn hán, lũ lụt, bão lớn... Nghiên cứu của IPCC cho thấy rằng lượng mưa toàn cầu đã gia tăng trung bình khoảng 1% mỗi thập kỷ, từ 10-20% trong 100 năm qua, nhưng sự phân bố lượng mưa lại không đồng đều. Một số khu\n",
            "  -> Stance: Refute ({'refute': 0.5375584363937378, 'neutral': 0.0436064675450325, 'support': 0.4188351035118103}): | Text: khoảng 0,2-0,3 độ C. Trong giai đoạn này, nhiệt độ tăng chậm hơn so với những thập kỷ sau mặc dù các hoạt động công nghiệp đã bắt đầu phát thải lượng lớn khí nhà kính. Những năm 1970 - 2010, tốc độ tăng nhiệt trở nên nhanh hơn. Theo dữ liệu của NASA và NOAA, nhiệt độ trung bình toàn cầu trong thời gian này tăng thêm khoảng 0,7 độ C. Giai đoạn 2010 đến nay là những năm có nhiệt độ cao nhất trong lịch sử hiện đại. Cụ thể, năm 2016 và 2020 là 2 năm nóng kỷ lục khi nhiệt độ toàn cầu cao hơn khoảng 1,2 độ C so\n",
            "  -> Stance: Neutral ({'refute': 0.10787975043058395, 'neutral': 0.6325093507766724, 'support': 0.2596109211444855}): | Text: 20 cm từ năm 1901 đến 2018 và dự đoán có thể tăng thêm từ 0,3 đến 1,1 mét vào cuối thế kỷ 21 nếu không có biện pháp kiềm chế khí thải. Tuy nhiên, tốc độ tăng này diễn ra không đều ở một vài giai đoạn. Trong 50 năm qua, đại dương đã hấp thụ hơn 90% năng lượng dư thừa mà khí nhà kính và các yếu tố khác giữ lại trong trái đất. Nhiệt độ của đại dương, được đo từ bề mặt cho đến độ sâu 2.000 m tiếp tục tăng và đạt mức cao kỷ lục vào năm 2023. Đồng thời, mực nước biển trung bình toàn cầu cũng đạt mức kỷ lục trong\n",
            "  -> Stance: Neutral ({'refute': 0.07141910493373871, 'neutral': 0.8282339572906494, 'support': 0.10034684836864471}): | Text: ECMWF, nhiệt độ trung bình toàn cầu năm 2024 là 15,10°C, cao hơn 0,72°C so với mức trung bình giai đoạn 1991-2020, và cao hơn 0,12°C so với năm 2023 - năm nóng nhất được ghi nhận trước đó. Một kỷ lục mới về nhiệt độ trung bình toàn cầu hằng ngày đã được ghi nhận vào ngày 22-7-2024, ở mức 17,16°C. Tối đa: 1500 ký tự Hiện chưa có bình luận nào, hãy là người đầu tiên bình luận\n",
            "  -> Stance: Support ({'refute': 0.28893157839775085, 'neutral': 0.11052963137626648, 'support': 0.6005388498306274}): | Text: khi nhiệt độ toàn cầu cao hơn khoảng 1,2 độ C so với thời kỳ tiền công nghiệp. Mức tăng nhiệt độ không đều trên toàn cầu, Bắc Cực là nơi đã trải qua sự gia tăng nhiệt độ lớn nhất, ghi nhận sự ấm lên 2-3 độ C so với trung bình một số khu vực. Mực nước biển dâng Nóng lên toàn cầu gây ra hiện tượng tan chảy băng ở các vùng cực và sông băng, làm mực nước biển dâng lên. Theo báo cáo của IPCC (Ban liên chính phủ về biến đổi khí hậu), mực nước biển đã tăng khoảng 20 cm từ năm 1901 đến 2018 và dự đoán có thể tăng\n",
            "  -> Stance: Neutral ({'refute': 0.004283408634364605, 'neutral': 0.9952502250671387, 'support': 0.0004663680447265506}): | Text: [Hỏi đáp] Tại sao lại phải lo ngại khi nhiệt độ trung bình .... Hỏi: Tại sao lại phải lo ngại khi nhiệt độ trung bình toàn cầu chỉ tăng một hoặc hai độ? Trả lời: Về vấn đề gia tăng nhiệt độ trung bình toàn cầu, mặc dù mức tăng 1 hoặc 2 độ C trong nhiệt độ trung bình toàn cầu có vẻ không đáng kể trong trải nghiệm hằng ngày, song đối với hệ thống khí hậu Trái Đất, đây là một sự thay đổi rất lớn và đáng lo ngại, cần được nhận thức và hành động kịp thời vì các lý do sau: - Năng lượng khổng lồ được tích lũy:\n",
            "  -> Stance: Neutral ({'refute': 0.0016874673310667276, 'neutral': 0.9971703886985779, 'support': 0.0011421449016779661}): | Text: kỷ 21, lượng mưa trong các trận bão lũ đã tăng từ 10-20%, chủ yếu do lượng hơi nước trong khí quyển tăng cao hơn khi nhiệt độ tăng. Biến đổi các hệ sinh thái Nhiệt độ tăng và thay đổi mô hình thời tiết dẫn đến biến đổi trong các hệ sinh thái. Nhiều loài động thực vật không thể thích nghi kịp với điều kiện mới, dẫn đến nguy cơ tuyệt chủng. Trong báo cáo AR6 (Assessment Report 6) của IPCC vào năm 2021, các nhà khoa học ước tính rằng khoảng một triệu loài có nguy cơ tuyệt chủng trong thời gian tới do biến đổi\n",
            "  -> Stance: Neutral ({'refute': 0.0056717111729085445, 'neutral': 0.9850496649742126, 'support': 0.009278564713895321}): | Text: phân bố lượng mưa lại không đồng đều. Một số khu vực như Đông Á và Bắc Âu ghi nhận lượng mưa gia tăng ít nhất 10%, trong khi nhiều khu vực khác, đặc biệt là ở các nước đang phát triển, lại bị giảm lượng mưa. Mưa tăng cao ở một số khu vực nhưng tình trạng hạn hán lại cho thấy dấu hiệu nghiêm trọng hơn. Nghiên cứu của Viện Nghiên cứu Thế giới (WRI) cho thấy từ 1980 đến 2010, tần suất hạn hán đã tăng 29%. Bão và áp thấp nhiệt đới cũng được dự đoán gia tăng trong thời gian tới. Theo một nghiên cứu của Liên Hợp\n"
          ]
        }
      ],
      "source": [
        "results_with_stance = {}\n",
        "\n",
        "for claim, top_evidence in final_evidence_by_claim.items():\n",
        "    evidence_with_stance = []\n",
        "    print(f\"\\n--- Phân loại lập trường cho claim: '{claim}' ---\")\n",
        "\n",
        "    for score, chunk in top_evidence:\n",
        "        stance_result = classify_stance(claim, chunk['text'])\n",
        "\n",
        "        evidence_with_stance.append({\n",
        "            'text': chunk['text'],\n",
        "            'link': chunk['link'],\n",
        "            'rerank_score': score,\n",
        "            'stance': stance_result['stance'],\n",
        "            'stance_score': stance_result['score'],\n",
        "            'stance_scores': stance_result['scores_all']\n",
        "        })\n",
        "        print(f\"  -> Stance: {stance_result['stance']} ({stance_result['scores_all']}): | Text: {chunk['text']}\")\n",
        "\n",
        "    results_with_stance[claim] = evidence_with_stance"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "iQPAXW8skFwV",
      "metadata": {
        "id": "iQPAXW8skFwV"
      },
      "source": [
        "## **V. Output**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 43,
      "id": "9uWkAS27vOiz",
      "metadata": {
        "id": "9uWkAS27vOiz"
      },
      "outputs": [],
      "source": [
        "from collections import Counter\n",
        "import numpy as np\n",
        "import os\n",
        "from azure.ai.inference import ChatCompletionsClient\n",
        "from azure.ai.inference.models import SystemMessage, UserMessage\n",
        "from azure.core.credentials import AzureKeyCredential"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "XRmR7DoZvK8E",
      "metadata": {
        "id": "XRmR7DoZvK8E"
      },
      "source": [
        "### 1. HÀM TỔNG HỢP KẾT LUẬN (VERDICT)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 44,
      "id": "lil5l1E9amjz",
      "metadata": {
        "id": "lil5l1E9amjz"
      },
      "outputs": [],
      "source": [
        "def aggregate_verdict_weighted(evidence_with_stance):\n",
        "    \"\"\"\n",
        "    Tổng hợp verdict (True / False / Unknown) dựa trên stance_scores có trọng số.\n",
        "    \"\"\"\n",
        "    if not evidence_with_stance:\n",
        "        return {\"verdict\": \"Unknown\", \"confidence\": 0.0}\n",
        "\n",
        "    weights = {\"Support\": 0.0, \"Refute\": 0.0, \"Neutral\": 0.0}\n",
        "    total_weight = 0.0\n",
        "\n",
        "    for e in evidence_with_stance:\n",
        "        s = e[\"stance_scores\"]\n",
        "        rel = e.get(\"rerank_score\", 1.0)  # nếu có rerank_score thì dùng làm trọng số phụ\n",
        "        weights[\"Support\"] += s[\"support\"] * rel\n",
        "        weights[\"Refute\"] += s[\"refute\"] * rel\n",
        "        weights[\"Neutral\"] += s[\"neutral\"] * rel\n",
        "        total_weight += rel\n",
        "\n",
        "    # Chuẩn hóa lại tỷ lệ\n",
        "    ratio = {k: v / total_weight for k, v in weights.items()}\n",
        "\n",
        "    if ratio[\"Support\"] > 0.5:\n",
        "        verdict = \"True\"\n",
        "    elif ratio[\"Refute\"] > 0.5:\n",
        "        verdict = \"False\"\n",
        "    else:\n",
        "        verdict = \"Unknown\"\n",
        "\n",
        "    confidence = max(ratio.values())\n",
        "    return {\"verdict\": verdict, \"confidence\": confidence, \"stance_ratio\": ratio}"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "0wD8ptjDvkPN",
      "metadata": {
        "id": "0wD8ptjDvkPN"
      },
      "source": [
        "### 2. HÀM SINH GIẢI THÍCH (JUSTIFICATION)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 45,
      "id": "nRmnXAp-viUr",
      "metadata": {
        "id": "nRmnXAp-viUr"
      },
      "outputs": [],
      "source": [
        "# Cấu hình Azure LLM (GPT-4o-mini)\n",
        "endpoint = \"https://models.github.ai/inference\"\n",
        "model = \"openai/gpt-4o-mini\"\n",
        "token = os.environ[\"GITHUB_TOKEN\"]\n",
        "\n",
        "client = ChatCompletionsClient(\n",
        "    endpoint=endpoint,\n",
        "    credential=AzureKeyCredential(token)\n",
        ")\n",
        "\n",
        "def explain_factcheck_with_best_evidence(claim, verdict, best_evidence, stance_ratio):\n",
        "    prompt = f\"\"\"\n",
        "Bạn là trợ lý fact-check trung lập và chính xác.\n",
        "Dưới đây là thông tin hệ thống đã thu thập:\n",
        "\n",
        "Claim: \"{claim}\"\n",
        "System verdict (tổng hợp): {verdict}\n",
        "Stance ratio (tổng hợp): {stance_ratio}\n",
        "\n",
        "Best evidence (đã chọn):\n",
        "\"{best_evidence['text']}\"\n",
        "Nguồn: {best_evidence.get('link','(no link)')}\n",
        "\n",
        "YÊU CẦU (bắt buộc):\n",
        "- Dựa vào 'System verdict' và 'Stance ratio' khi viết. KHÔNG được mâu thuẫn với verdict đã cho.\n",
        "- Nếu best evidence ủng hộ nhưng verdict là Unknown, hãy viết theo cấu trúc:\n",
        "  \"[Nhận định]: (True/False/Unknown)\"\n",
        "  \"[Giải thích]: Giải thích ngắn (2 câu). Nếu có mâu thuẫn giữa best evidence và verdict, nêu rõ: 'Mặc dù một bằng chứng mạnh cho thấy..., tổng thể bằng chứng hiện nay vẫn...'\"\n",
        "\n",
        "Viết tiếng Việt, 2-3 câu, trung lập và rõ ràng.\n",
        "\"\"\"\n",
        "    response = client.complete(\n",
        "        messages=[\n",
        "            SystemMessage(\"Bạn là trợ lý fact-check chuyên nghiệp, không mâu thuẫn với verdict đã cho.\"),\n",
        "            UserMessage(prompt)\n",
        "        ],\n",
        "        model=model,\n",
        "        temperature=0.2\n",
        "    )\n",
        "    return response.choices[0].message.content.strip()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "pSgDqMuDvt8T",
      "metadata": {
        "id": "pSgDqMuDvt8T"
      },
      "source": [
        "### 3. SINH KẾT LUẬN & IN KẾT QUẢ"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 46,
      "id": "MABYca6Lvn--",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "MABYca6Lvn--",
        "outputId": "934a1d1a-da84-4874-f269-d27a03a1d658"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "================================================================================\n",
            "Claim: Biến đổi khí hậu đang làm thời tiết cực đoan hơn.\n",
            "→ Verdict: True (Confidence: 0.67)\n",
            "→ Stance ratio: {'Support': np.float32(0.66965103), 'Refute': np.float32(0.0024213602), 'Neutral': np.float32(0.3279276)}\n",
            "→ Best Evidence (score=1.00):\n",
            "Biến đổi khí hậu nghiêm trọng do nồng độ khí nhà kính tăng cao. Theo Live Science, lượng carbon dioxide (CO2) thải vào khí quyển của Trái Đất tăng ở mức kỷ lục trong năm 2024. Nồng độ CO2 tăng thêm 3,5 phần triệu (ppm) từ năm 2023 đến 2024, đánh dấu mức tăng lớn nhất trong một năm kể từ năm 1957. Cá...\n",
            "[Source: https://vnexpress.net/luong-co2-toan-cau-dat-muc-cao-ky-luc-4952520.html]\n",
            "→ Giải thích kiểm chứng:\n",
            "[Nhận định]: True  \n",
            "[Giải thích]: Biến đổi khí hậu do nồng độ khí nhà kính tăng cao đang dẫn đến thời tiết cực đoan hơn, như được chỉ ra bởi sự gia tăng kỷ lục của lượng CO2 trong khí quyển. Mặc dù có nhiều yếu tố ảnh hưởng đến thời tiết, nhưng bằng chứng hiện tại cho thấy biến đổi khí hậu có vai trò quan trọng trong việc làm gia tăng tính cực đoan của thời tiết.\n",
            "\n",
            "================================================================================\n",
            "Claim: Nhiệt độ toàn cầu đã tăng 1.1°C trong 100 năm qua.\n",
            "→ Verdict: Unknown (Confidence: 0.53)\n",
            "→ Stance ratio: {'Support': np.float32(0.26674697), 'Refute': np.float32(0.20113099), 'Neutral': np.float32(0.532122)}\n",
            "→ Best Evidence (score=1.00):\n",
            "kỷ 21, lượng mưa trong các trận bão lũ đã tăng từ 10-20%, chủ yếu do lượng hơi nước trong khí quyển tăng cao hơn khi nhiệt độ tăng. Biến đổi các hệ sinh thái Nhiệt độ tăng và thay đổi mô hình thời tiết dẫn đến biến đổi trong các hệ sinh thái. Nhiều loài động thực vật không thể thích nghi kịp với điề...\n",
            "[Source: https://vnexpress.net/bien-doi-khi-hau-4796505.html]\n",
            "→ Giải thích kiểm chứng:\n",
            "[Nhận định]: Unknown  \n",
            "[Giải thích]: Mặc dù một bằng chứng mạnh cho thấy nhiệt độ toàn cầu đang tăng và có những tác động rõ rệt đến hệ sinh thái, tổng thể bằng chứng hiện nay vẫn chưa đủ để xác định chính xác mức tăng 1.1°C trong 100 năm qua. Do đó, thông tin này vẫn cần được xem xét thêm để có kết luận rõ ràng.\n"
          ]
        }
      ],
      "source": [
        "final_results = {}\n",
        "\n",
        "for claim, evidences in results_with_stance.items():\n",
        "    if not evidences:\n",
        "        continue\n",
        "\n",
        "    # Tính verdict có trọng số\n",
        "    agg = aggregate_verdict_weighted(evidences)\n",
        "\n",
        "    # Chọn bằng chứng mạnh nhất (score cao nhất)\n",
        "    best_evidence = max(evidences, key=lambda e: e[\"stance_score\"])\n",
        "\n",
        "    # Gọi LLM sinh phần giải thích (theo hướng A: tuân thủ verdict)\n",
        "    justification = explain_factcheck_with_best_evidence(\n",
        "        claim,\n",
        "        agg[\"verdict\"],\n",
        "        best_evidence,\n",
        "        agg[\"stance_ratio\"]\n",
        "    )\n",
        "\n",
        "    # Lưu kết quả\n",
        "    final_results[claim] = {\n",
        "        \"claim\": claim,\n",
        "        \"verdict\": agg[\"verdict\"],\n",
        "        \"confidence\": agg[\"confidence\"],\n",
        "        \"stance_ratio\": agg[\"stance_ratio\"],\n",
        "        \"best_evidence\": best_evidence,\n",
        "        \"justification\": justification\n",
        "    }\n",
        "\n",
        "    # In ra cho người dùng xem\n",
        "    print(\"\\n\" + \"=\"*80)\n",
        "    print(f\"Claim: {claim}\")\n",
        "    print(f\"→ Verdict: {agg['verdict']} (Confidence: {agg['confidence']:.2f})\")\n",
        "    print(f\"→ Stance ratio: {agg['stance_ratio']}\")\n",
        "    print(f\"→ Best Evidence (score={best_evidence['stance_score']:.2f}):\")\n",
        "    print(f\"{best_evidence['text'][:300]}...\")\n",
        "    print(f\"[Source: {best_evidence['link']}]\")\n",
        "    print(\"→ Giải thích kiểm chứng:\")\n",
        "    print(justification)"
      ]
    }
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