Conv_RAG_Practice.ipynb

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            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m171.5/171.5 kB\u001b[0m \u001b[31m20.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m168.1/168.1 MB\u001b[0m \u001b[31m2.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m116.3/116.3 kB\u001b[0m \u001b[31m11.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m194.1/194.1 kB\u001b[0m \u001b[31m21.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m401.2/401.2 kB\u001b[0m \u001b[31m31.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m5.3/5.3 MB\u001b[0m \u001b[31m94.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.2/2.2 MB\u001b[0m \u001b[31m91.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m5.5/5.5 MB\u001b[0m \u001b[31m107.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.1/1.1 MB\u001b[0m \u001b[31m74.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.0/2.0 MB\u001b[0m \u001b[31m80.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m302.9/302.9 kB\u001b[0m \u001b[31m32.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m120.6/120.6 kB\u001b[0m \u001b[31m15.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m49.3/49.3 kB\u001b[0m \u001b[31m5.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m311.2/311.2 kB\u001b[0m \u001b[31m27.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m53.0/53.0 kB\u001b[0m \u001b[31m6.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m142.5/142.5 kB\u001b[0m \u001b[31m17.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Building wheel for html2text (setup.py) ... \u001b[?25l\u001b[?25hdone\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",
            "tf-keras 2.15.1 requires tensorflow<2.16,>=2.15, but you have tensorflow 2.16.1 which is incompatible.\n",
            "torchaudio 2.2.1+cu121 requires torch==2.2.1, but you have torch 2.3.0 which is incompatible.\n",
            "torchtext 0.17.1 requires torch==2.2.1, but you have torch 2.3.0 which is incompatible.\n",
            "torchvision 0.17.1+cu121 requires torch==2.2.1, but you have torch 2.3.0 which is incompatible.\u001b[0m\u001b[31m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m244.2/244.2 kB\u001b[0m \u001b[31m5.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m72.9/72.9 kB\u001b[0m \u001b[31m9.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m92.5/92.5 MB\u001b[0m \u001b[31m9.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m77.4/77.4 kB\u001b[0m \u001b[31m10.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h"
          ]
        }
      ],
      "source": [
        "!pip install -q -U torch datasets transformers tensorflow langchain playwright html2text sentence_transformers faiss-cpu\n",
        "!pip install -q accelerate==0.21.0 peft==0.4.0 bitsandbytes==0.40.2 trl==0.4.7"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install bitsandbytes>=0.41"
      ],
      "metadata": {
        "id": "ld1B0xFVSNaF"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "! huggingface-cli login"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "lQ3Mhp5SQwYV",
        "outputId": "53814272-fc47-44cf-bc80-e5f00472f9e1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "    _|    _|  _|    _|    _|_|_|    _|_|_|  _|_|_|  _|      _|    _|_|_|      _|_|_|_|    _|_|      _|_|_|  _|_|_|_|\n",
            "    _|    _|  _|    _|  _|        _|          _|    _|_|    _|  _|            _|        _|    _|  _|        _|\n",
            "    _|_|_|_|  _|    _|  _|  _|_|  _|  _|_|    _|    _|  _|  _|  _|  _|_|      _|_|_|    _|_|_|_|  _|        _|_|_|\n",
            "    _|    _|  _|    _|  _|    _|  _|    _|    _|    _|    _|_|  _|    _|      _|        _|    _|  _|        _|\n",
            "    _|    _|    _|_|      _|_|_|    _|_|_|  _|_|_|  _|      _|    _|_|_|      _|        _|    _|    _|_|_|  _|_|_|_|\n",
            "\n",
            "    To login, `huggingface_hub` requires a token generated from https://huggingface.co/settings/tokens .\n",
            "Enter your token (input will not be visible): \n",
            "Add token as git credential? (Y/n) n\n",
            "Token is valid (permission: read).\n",
            "Your token has been saved to /root/.cache/huggingface/token\n",
            "Login successful\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import os\n",
        "import torch\n",
        "from transformers import (\n",
        "    AutoModelForCausalLM,\n",
        "    AutoTokenizer,\n",
        "    BitsAndBytesConfig,\n",
        "    pipeline\n",
        ")\n",
        "from datasets import load_dataset\n",
        "from peft import LoraConfig, PeftModel\n",
        "\n",
        "from langchain.text_splitter import CharacterTextSplitter\n",
        "from langchain.document_transformers import Html2TextTransformer\n",
        "from langchain.document_loaders import AsyncChromiumLoader\n",
        "\n",
        "from langchain.embeddings.huggingface import HuggingFaceEmbeddings\n",
        "from langchain.vectorstores import FAISS\n",
        "\n",
        "from langchain.prompts import PromptTemplate\n",
        "from langchain.schema.runnable import RunnablePassthrough\n",
        "from langchain.llms import HuggingFacePipeline"
      ],
      "metadata": {
        "id": "62L59Y_ZOSBi"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#################################################################\n",
        "# Tokenizer\n",
        "#################################################################\n",
        "\n",
        "model_name='mistralai/Mistral-7B-Instruct-v0.2'\n",
        "\n",
        "tokenizer = AutoTokenizer.from_pretrained(model_name, trust_remote_code=True)\n",
        "tokenizer.pad_token = tokenizer.eos_token\n",
        "tokenizer.padding_side = \"right\"\n",
        "\n",
        "#################################################################\n",
        "# bitsandbytes parameters\n",
        "#################################################################\n",
        "\n",
        "# Activate 4-bit precision base model loading\n",
        "use_4bit = True\n",
        "\n",
        "# Compute dtype for 4-bit base models\n",
        "bnb_4bit_compute_dtype = \"float16\"\n",
        "\n",
        "# Quantization type (fp4 or nf4)\n",
        "bnb_4bit_quant_type = \"nf4\"\n",
        "\n",
        "# Activate nested quantization for 4-bit base models (double quantization)\n",
        "use_nested_quant = False\n",
        "\n",
        "#################################################################\n",
        "# Set up quantization config\n",
        "#################################################################\n",
        "compute_dtype = getattr(torch, bnb_4bit_compute_dtype)\n",
        "\n",
        "bnb_config = BitsAndBytesConfig(\n",
        "    load_in_4bit=use_4bit,\n",
        "    bnb_4bit_quant_type=bnb_4bit_quant_type,\n",
        "    bnb_4bit_compute_dtype=compute_dtype,\n",
        "    bnb_4bit_use_double_quant=use_nested_quant,\n",
        ")\n",
        "\n",
        "# Check GPU compatibility with bfloat16\n",
        "if compute_dtype == torch.float16 and use_4bit:\n",
        "    major, _ = torch.cuda.get_device_capability()\n",
        "    if major >= 8:\n",
        "        print(\"=\" * 80)\n",
        "        print(\"Your GPU supports bfloat16: accelerate training with bf16=True\")\n",
        "        print(\"=\" * 80)\n",
        "\n",
        "#################################################################\n",
        "# Load pre-trained config\n",
        "#################################################################\n",
        "mistral_model = AutoModelForCausalLM.from_pretrained(\n",
        "    model_name,\n",
        "    quantization_config=bnb_config,\n",
        ")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 490,
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            "05c84bbecc90479d95a206675e6ed838"
          ]
        },
        "id": "HPLlLWxDQa_4",
        "outputId": "bdd96d2a-124c-43e4-b831-baa935edb344"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "tokenizer_config.json:   0%|          | 0.00/1.46k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "63ee4ac341fc411690796b1b1699aeb4"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "tokenizer.model:   0%|          | 0.00/493k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "5c25a25d94e34ce0a26c8aee0dd68c49"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
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            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "272926b9c48c4b2687df79c83a0dda77"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "special_tokens_map.json:   0%|          | 0.00/72.0 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "24624b197f164e59939751b81844d13f"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "config.json:   0%|          | 0.00/596 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "09f3a954dfe44b6688fe646163e107bb"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "`low_cpu_mem_usage` was None, now set to True since model is quantized.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "model.safetensors.index.json:   0%|          | 0.00/25.1k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "becc3c4574154030bcaec9b3e3f461d1"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading shards:   0%|          | 0/3 [00:00<?, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "0eabcfbdde7f4995a56fe97509a4a5d1"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "model-00001-of-00003.safetensors:   0%|          | 0.00/4.94G [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "150d33e9a36445cc92c8c01e8f7bd032"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "model-00002-of-00003.safetensors:   0%|          | 0.00/5.00G [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "c613dc8c07c2445399c41b428c8d945d"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "model-00003-of-00003.safetensors:   0%|          | 0.00/4.54G [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "9d0907ea027c4f4ca32fc864c4b4a1a3"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Loading checkpoint shards:   0%|          | 0/3 [00:00<?, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "3068587a186940acb9c24be0df4f891c"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "generation_config.json:   0%|          | 0.00/111 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "0bfe48f1a6354505a506ab3157050f50"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "You are calling `save_pretrained` to a 4-bit converted model, but your `bitsandbytes` version doesn't support it. If you want to save 4-bit models, make sure to have `bitsandbytes>=0.41.3` installed.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def print_number_of_trainable_model_parameters(model):\n",
        "    trainable_model_params = 0\n",
        "    all_model_params = 0\n",
        "    for _, param in model.named_parameters():\n",
        "        all_model_params += param.numel()\n",
        "        if param.requires_grad:\n",
        "            trainable_model_params += param.numel()\n",
        "    return f\"trainable model parameters: {trainable_model_params}\\nall model parameters: {all_model_params}\\npercentage of trainable model parameters: {100 * trainable_model_params / all_model_params:.2f}%\"\n",
        "\n",
        "print(print_number_of_trainable_model_parameters(mistral_model))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JWn3EiWRQgw8",
        "outputId": "8e678048-e1cd-4871-867e-864542f3f780"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "trainable model parameters: 262410240\n",
            "all model parameters: 3752071168\n",
            "percentage of trainable model parameters: 6.99%\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "standalone_query_generation_pipeline = pipeline(\n",
        " model=mistral_model,\n",
        " tokenizer=tokenizer,\n",
        " task=\"text-generation\",\n",
        " temperature=0.0,\n",
        " repetition_penalty=1.1,\n",
        " return_full_text=True,\n",
        " max_new_tokens=1000,\n",
        ")\n",
        "standalone_query_generation_llm = HuggingFacePipeline(pipeline=standalone_query_generation_pipeline)\n",
        "\n",
        "response_generation_pipeline = pipeline(\n",
        " model=mistral_model,\n",
        " tokenizer=tokenizer,\n",
        " task=\"text-generation\",\n",
        " temperature=0.2,\n",
        " repetition_penalty=1.1,\n",
        " return_full_text=True,\n",
        " max_new_tokens=1000,\n",
        ")\n",
        "response_generation_llm = HuggingFacePipeline(pipeline=response_generation_pipeline)"
      ],
      "metadata": {
        "id": "NcTp8U2iSWYX"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!playwright install\n",
        "!playwright install-deps"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "D4YZSfcQSZzh",
        "outputId": "cd54d25d-8754-4d4b-be89-9da6e154052c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading Chromium 124.0.6367.29 (playwright build v1112)\u001b[2m from https://playwright.azureedge.net/builds/chromium/1112/chromium-linux.zip\u001b[22m\n",
            "\u001b[1G155.3 MiB [] 0% 0.0s\u001b[0K\u001b[1G155.3 MiB [] 0% 28.3s\u001b[0K\u001b[1G155.3 MiB [] 0% 20.9s\u001b[0K\u001b[1G155.3 MiB [] 0% 9.7s\u001b[0K\u001b[1G155.3 MiB [] 0% 7.4s\u001b[0K\u001b[1G155.3 MiB [] 1% 8.8s\u001b[0K\u001b[1G155.3 MiB [] 1% 7.8s\u001b[0K\u001b[1G155.3 MiB [] 1% 7.1s\u001b[0K\u001b[1G155.3 MiB [] 2% 6.9s\u001b[0K\u001b[1G155.3 MiB [] 2% 6.6s\u001b[0K\u001b[1G155.3 MiB [] 2% 6.5s\u001b[0K\u001b[1G155.3 MiB [] 2% 6.6s\u001b[0K\u001b[1G155.3 MiB [] 3% 6.3s\u001b[0K\u001b[1G155.3 MiB [] 3% 6.2s\u001b[0K\u001b[1G155.3 MiB [] 3% 6.1s\u001b[0K\u001b[1G155.3 MiB [] 4% 5.9s\u001b[0K\u001b[1G155.3 MiB [] 4% 6.1s\u001b[0K\u001b[1G155.3 MiB [] 4% 6.2s\u001b[0K\u001b[1G155.3 MiB [] 4% 6.1s\u001b[0K\u001b[1G155.3 MiB [] 5% 6.0s\u001b[0K\u001b[1G155.3 MiB [] 5% 5.8s\u001b[0K\u001b[1G155.3 MiB [] 5% 5.7s\u001b[0K\u001b[1G155.3 MiB [] 6% 5.5s\u001b[0K\u001b[1G155.3 MiB [] 6% 5.3s\u001b[0K\u001b[1G155.3 MiB [] 7% 5.4s\u001b[0K\u001b[1G155.3 MiB [] 7% 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            "Chromium 124.0.6367.29 (playwright build v1112) downloaded to /root/.cache/ms-playwright/chromium-1112\n",
            "Downloading FFMPEG playwright build v1009\u001b[2m from https://playwright.azureedge.net/builds/ffmpeg/1009/ffmpeg-linux.zip\u001b[22m\n",
            "\u001b[1G2.6 MiB [] 0% 0.0s\u001b[0K\u001b[1G2.6 MiB [] 1% 1.6s\u001b[0K\u001b[1G2.6 MiB [] 4% 0.9s\u001b[0K\u001b[1G2.6 MiB [] 18% 0.3s\u001b[0K\u001b[1G2.6 MiB [] 36% 0.1s\u001b[0K\u001b[1G2.6 MiB [] 51% 0.1s\u001b[0K\u001b[1G2.6 MiB [] 72% 0.0s\u001b[0K\u001b[1G2.6 MiB [] 89% 0.0s\u001b[0K\u001b[1G2.6 MiB [] 100% 0.0s\u001b[0K\n",
            "FFMPEG playwright build v1009 downloaded to /root/.cache/ms-playwright/ffmpeg-1009\n",
            "Downloading Firefox 124.0 (playwright build v1447)\u001b[2m from https://playwright.azureedge.net/builds/firefox/1447/firefox-ubuntu-22.04.zip\u001b[22m\n",
            "\u001b[1G85.4 MiB [] 0% 0.0s\u001b[0K\u001b[1G85.4 MiB [] 0% 15.6s\u001b[0K\u001b[1G85.4 MiB [] 0% 13.7s\u001b[0K\u001b[1G85.4 MiB [] 0% 6.7s\u001b[0K\u001b[1G85.4 MiB [] 1% 5.6s\u001b[0K\u001b[1G85.4 MiB [] 2% 4.2s\u001b[0K\u001b[1G85.4 MiB [] 2% 3.9s\u001b[0K\u001b[1G85.4 MiB [] 3% 3.7s\u001b[0K\u001b[1G85.4 MiB [] 3% 3.5s\u001b[0K\u001b[1G85.4 MiB [] 4% 3.4s\u001b[0K\u001b[1G85.4 MiB [] 4% 3.5s\u001b[0K\u001b[1G85.4 MiB [] 5% 3.3s\u001b[0K\u001b[1G85.4 MiB [] 6% 3.1s\u001b[0K\u001b[1G85.4 MiB [] 7% 3.1s\u001b[0K\u001b[1G85.4 MiB [] 7% 3.0s\u001b[0K\u001b[1G85.4 MiB [] 8% 3.1s\u001b[0K\u001b[1G85.4 MiB [] 9% 3.0s\u001b[0K\u001b[1G85.4 MiB [] 10% 3.1s\u001b[0K\u001b[1G85.4 MiB [] 11% 3.0s\u001b[0K\u001b[1G85.4 MiB [] 11% 2.9s\u001b[0K\u001b[1G85.4 MiB [] 12% 2.8s\u001b[0K\u001b[1G85.4 MiB [] 13% 2.7s\u001b[0K\u001b[1G85.4 MiB [] 14% 2.6s\u001b[0K\u001b[1G85.4 MiB [] 15% 2.5s\u001b[0K\u001b[1G85.4 MiB [] 16% 2.5s\u001b[0K\u001b[1G85.4 MiB [] 16% 2.4s\u001b[0K\u001b[1G85.4 MiB [] 17% 2.4s\u001b[0K\u001b[1G85.4 MiB [] 18% 2.4s\u001b[0K\u001b[1G85.4 MiB [] 19% 2.3s\u001b[0K\u001b[1G85.4 MiB [] 20% 2.2s\u001b[0K\u001b[1G85.4 MiB [] 21% 2.1s\u001b[0K\u001b[1G85.4 MiB [] 22% 2.1s\u001b[0K\u001b[1G85.4 MiB [] 23% 2.0s\u001b[0K\u001b[1G85.4 MiB [] 24% 2.0s\u001b[0K\u001b[1G85.4 MiB [] 25% 1.9s\u001b[0K\u001b[1G85.4 MiB [] 26% 1.9s\u001b[0K\u001b[1G85.4 MiB [] 27% 1.8s\u001b[0K\u001b[1G85.4 MiB [] 28% 1.7s\u001b[0K\u001b[1G85.4 MiB [] 29% 1.7s\u001b[0K\u001b[1G85.4 MiB [] 31% 1.7s\u001b[0K\u001b[1G85.4 MiB [] 31% 1.6s\u001b[0K\u001b[1G85.4 MiB [] 32% 1.6s\u001b[0K\u001b[1G85.4 MiB [] 33% 1.6s\u001b[0K\u001b[1G85.4 MiB [] 35% 1.5s\u001b[0K\u001b[1G85.4 MiB [] 36% 1.4s\u001b[0K\u001b[1G85.4 MiB [] 37% 1.4s\u001b[0K\u001b[1G85.4 MiB [] 39% 1.3s\u001b[0K\u001b[1G85.4 MiB [] 40% 1.3s\u001b[0K\u001b[1G85.4 MiB [] 41% 1.2s\u001b[0K\u001b[1G85.4 MiB [] 43% 1.2s\u001b[0K\u001b[1G85.4 MiB [] 45% 1.1s\u001b[0K\u001b[1G85.4 MiB [] 46% 1.1s\u001b[0K\u001b[1G85.4 MiB [] 47% 1.1s\u001b[0K\u001b[1G85.4 MiB [] 49% 1.0s\u001b[0K\u001b[1G85.4 MiB [] 51% 1.0s\u001b[0K\u001b[1G85.4 MiB [] 53% 0.9s\u001b[0K\u001b[1G85.4 MiB [] 54% 0.9s\u001b[0K\u001b[1G85.4 MiB [] 55% 0.9s\u001b[0K\u001b[1G85.4 MiB [] 57% 0.8s\u001b[0K\u001b[1G85.4 MiB [] 58% 0.8s\u001b[0K\u001b[1G85.4 MiB [] 59% 0.8s\u001b[0K\u001b[1G85.4 MiB [] 61% 0.7s\u001b[0K\u001b[1G85.4 MiB [] 62% 0.7s\u001b[0K\u001b[1G85.4 MiB [] 63% 0.7s\u001b[0K\u001b[1G85.4 MiB [] 64% 0.7s\u001b[0K\u001b[1G85.4 MiB [] 66% 0.6s\u001b[0K\u001b[1G85.4 MiB [] 67% 0.6s\u001b[0K\u001b[1G85.4 MiB [] 68% 0.6s\u001b[0K\u001b[1G85.4 MiB [] 70% 0.5s\u001b[0K\u001b[1G85.4 MiB [] 71% 0.5s\u001b[0K\u001b[1G85.4 MiB [] 72% 0.5s\u001b[0K\u001b[1G85.4 MiB [] 74% 0.5s\u001b[0K\u001b[1G85.4 MiB [] 75% 0.4s\u001b[0K\u001b[1G85.4 MiB [] 76% 0.4s\u001b[0K\u001b[1G85.4 MiB [] 77% 0.4s\u001b[0K\u001b[1G85.4 MiB [] 78% 0.4s\u001b[0K\u001b[1G85.4 MiB [] 80% 0.3s\u001b[0K\u001b[1G85.4 MiB [] 82% 0.3s\u001b[0K\u001b[1G85.4 MiB [] 84% 0.3s\u001b[0K\u001b[1G85.4 MiB [] 85% 0.2s\u001b[0K\u001b[1G85.4 MiB [] 86% 0.2s\u001b[0K\u001b[1G85.4 MiB [] 88% 0.2s\u001b[0K\u001b[1G85.4 MiB [] 89% 0.2s\u001b[0K\u001b[1G85.4 MiB [] 90% 0.2s\u001b[0K\u001b[1G85.4 MiB [] 91% 0.1s\u001b[0K\u001b[1G85.4 MiB [] 92% 0.1s\u001b[0K\u001b[1G85.4 MiB [] 94% 0.1s\u001b[0K\u001b[1G85.4 MiB [] 95% 0.1s\u001b[0K\u001b[1G85.4 MiB [] 96% 0.1s\u001b[0K\u001b[1G85.4 MiB [] 97% 0.0s\u001b[0K\u001b[1G85.4 MiB [] 98% 0.0s\u001b[0K\u001b[1G85.4 MiB [] 99% 0.0s\u001b[0K\u001b[1G85.4 MiB [] 100% 0.0s\u001b[0K\n",
            "Firefox 124.0 (playwright build v1447) downloaded to /root/.cache/ms-playwright/firefox-1447\n",
            "Downloading Webkit 17.4 (playwright build v1992)\u001b[2m from https://playwright.azureedge.net/builds/webkit/1992/webkit-ubuntu-22.04.zip\u001b[22m\n",
            "\u001b[1G86.5 MiB [] 0% 0.0s\u001b[0K\u001b[1G86.5 MiB [] 0% 15.8s\u001b[0K\u001b[1G86.5 MiB [] 0% 11.4s\u001b[0K\u001b[1G86.5 MiB [] 0% 5.2s\u001b[0K\u001b[1G86.5 MiB [] 1% 5.2s\u001b[0K\u001b[1G86.5 MiB [] 2% 3.6s\u001b[0K\u001b[1G86.5 MiB [] 2% 3.4s\u001b[0K\u001b[1G86.5 MiB [] 3% 3.3s\u001b[0K\u001b[1G86.5 MiB [] 4% 3.1s\u001b[0K\u001b[1G86.5 MiB [] 5% 3.1s\u001b[0K\u001b[1G86.5 MiB [] 6% 2.8s\u001b[0K\u001b[1G86.5 MiB [] 7% 2.8s\u001b[0K\u001b[1G86.5 MiB [] 7% 2.9s\u001b[0K\u001b[1G86.5 MiB [] 8% 2.8s\u001b[0K\u001b[1G86.5 MiB [] 9% 2.7s\u001b[0K\u001b[1G86.5 MiB [] 10% 2.6s\u001b[0K\u001b[1G86.5 MiB [] 11% 2.5s\u001b[0K\u001b[1G86.5 MiB [] 12% 2.4s\u001b[0K\u001b[1G86.5 MiB [] 13% 2.3s\u001b[0K\u001b[1G86.5 MiB [] 14% 2.3s\u001b[0K\u001b[1G86.5 MiB [] 15% 2.2s\u001b[0K\u001b[1G86.5 MiB [] 16% 2.2s\u001b[0K\u001b[1G86.5 MiB [] 17% 2.2s\u001b[0K\u001b[1G86.5 MiB [] 17% 2.1s\u001b[0K\u001b[1G86.5 MiB [] 18% 2.1s\u001b[0K\u001b[1G86.5 MiB [] 19% 2.0s\u001b[0K\u001b[1G86.5 MiB [] 20% 2.0s\u001b[0K\u001b[1G86.5 MiB [] 21% 2.0s\u001b[0K\u001b[1G86.5 MiB [] 21% 2.1s\u001b[0K\u001b[1G86.5 MiB [] 22% 2.0s\u001b[0K\u001b[1G86.5 MiB [] 23% 2.0s\u001b[0K\u001b[1G86.5 MiB [] 24% 2.0s\u001b[0K\u001b[1G86.5 MiB [] 25% 1.9s\u001b[0K\u001b[1G86.5 MiB [] 26% 1.9s\u001b[0K\u001b[1G86.5 MiB [] 27% 1.8s\u001b[0K\u001b[1G86.5 MiB [] 28% 1.7s\u001b[0K\u001b[1G86.5 MiB [] 29% 1.7s\u001b[0K\u001b[1G86.5 MiB [] 30% 1.7s\u001b[0K\u001b[1G86.5 MiB [] 31% 1.6s\u001b[0K\u001b[1G86.5 MiB [] 32% 1.6s\u001b[0K\u001b[1G86.5 MiB [] 33% 1.5s\u001b[0K\u001b[1G86.5 MiB [] 35% 1.5s\u001b[0K\u001b[1G86.5 MiB [] 36% 1.4s\u001b[0K\u001b[1G86.5 MiB [] 37% 1.4s\u001b[0K\u001b[1G86.5 MiB [] 38% 1.4s\u001b[0K\u001b[1G86.5 MiB [] 39% 1.3s\u001b[0K\u001b[1G86.5 MiB [] 40% 1.3s\u001b[0K\u001b[1G86.5 MiB [] 41% 1.3s\u001b[0K\u001b[1G86.5 MiB [] 42% 1.2s\u001b[0K\u001b[1G86.5 MiB [] 43% 1.2s\u001b[0K\u001b[1G86.5 MiB [] 45% 1.1s\u001b[0K\u001b[1G86.5 MiB [] 46% 1.1s\u001b[0K\u001b[1G86.5 MiB [] 47% 1.1s\u001b[0K\u001b[1G86.5 MiB [] 48% 1.1s\u001b[0K\u001b[1G86.5 MiB [] 49% 1.1s\u001b[0K\u001b[1G86.5 MiB [] 50% 1.1s\u001b[0K\u001b[1G86.5 MiB [] 51% 1.1s\u001b[0K\u001b[1G86.5 MiB [] 52% 1.1s\u001b[0K\u001b[1G86.5 MiB [] 53% 1.0s\u001b[0K\u001b[1G86.5 MiB [] 54% 1.0s\u001b[0K\u001b[1G86.5 MiB [] 55% 1.0s\u001b[0K\u001b[1G86.5 MiB [] 56% 1.0s\u001b[0K\u001b[1G86.5 MiB [] 57% 1.0s\u001b[0K\u001b[1G86.5 MiB [] 57% 0.9s\u001b[0K\u001b[1G86.5 MiB [] 57% 1.0s\u001b[0K\u001b[1G86.5 MiB [] 58% 0.9s\u001b[0K\u001b[1G86.5 MiB [] 59% 0.9s\u001b[0K\u001b[1G86.5 MiB [] 60% 0.9s\u001b[0K\u001b[1G86.5 MiB [] 61% 0.9s\u001b[0K\u001b[1G86.5 MiB [] 63% 0.8s\u001b[0K\u001b[1G86.5 MiB [] 65% 0.8s\u001b[0K\u001b[1G86.5 MiB [] 65% 0.7s\u001b[0K\u001b[1G86.5 MiB [] 66% 0.7s\u001b[0K\u001b[1G86.5 MiB [] 68% 0.7s\u001b[0K\u001b[1G86.5 MiB [] 70% 0.6s\u001b[0K\u001b[1G86.5 MiB [] 71% 0.6s\u001b[0K\u001b[1G86.5 MiB [] 73% 0.6s\u001b[0K\u001b[1G86.5 MiB [] 74% 0.5s\u001b[0K\u001b[1G86.5 MiB [] 75% 0.5s\u001b[0K\u001b[1G86.5 MiB [] 77% 0.5s\u001b[0K\u001b[1G86.5 MiB [] 78% 0.4s\u001b[0K\u001b[1G86.5 MiB [] 79% 0.4s\u001b[0K\u001b[1G86.5 MiB [] 80% 0.4s\u001b[0K\u001b[1G86.5 MiB [] 82% 0.3s\u001b[0K\u001b[1G86.5 MiB [] 84% 0.3s\u001b[0K\u001b[1G86.5 MiB [] 86% 0.3s\u001b[0K\u001b[1G86.5 MiB [] 87% 0.2s\u001b[0K\u001b[1G86.5 MiB [] 88% 0.2s\u001b[0K\u001b[1G86.5 MiB [] 90% 0.2s\u001b[0K\u001b[1G86.5 MiB [] 92% 0.1s\u001b[0K\u001b[1G86.5 MiB [] 93% 0.1s\u001b[0K\u001b[1G86.5 MiB [] 95% 0.1s\u001b[0K\u001b[1G86.5 MiB [] 97% 0.0s\u001b[0K\u001b[1G86.5 MiB [] 99% 0.0s\u001b[0K\u001b[1G86.5 MiB [] 100% 0.0s\u001b[0K\n",
            "Webkit 17.4 (playwright build v1992) downloaded to /root/.cache/ms-playwright/webkit-1992\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",
            "║     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/python3.10/dist-packages/playwright/driver/package/lib/server/registry/dependencies.js:216:9)\n",
            "    at async Registry._validateHostRequirements (/usr/local/lib/python3.10/dist-packages/playwright/driver/package/lib/server/registry/index.js:587:43)\n",
            "    at async Registry._validateHostRequirementsForExecutableIfNeeded (/usr/local/lib/python3.10/dist-packages/playwright/driver/package/lib/server/registry/index.js:685:7)\n",
            "    at async Registry.validateHostRequirementsForExecutablesIfNeeded (/usr/local/lib/python3.10/dist-packages/playwright/driver/package/lib/server/registry/index.js:674:43)\n",
            "    at async t.<anonymous> (/usr/local/lib/python3.10/dist-packages/playwright/driver/package/lib/cli/program.js:119:7)\n",
            "Installing dependencies...\n",
            "Hit:1 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64  InRelease\n",
            "Get:2 https://cloud.r-project.org/bin/linux/ubuntu jammy-cran40/ InRelease [3,626 B]\n",
            "Hit:3 http://archive.ubuntu.com/ubuntu jammy InRelease\n",
            "Get:4 http://archive.ubuntu.com/ubuntu jammy-updates InRelease [119 kB]\n",
            "Get:5 http://archive.ubuntu.com/ubuntu jammy-backports InRelease [109 kB]\n",
            "Get:6 http://archive.ubuntu.com/ubuntu jammy-updates/universe amd64 Packages [1,373 kB]\n",
            "Get:7 http://archive.ubuntu.com/ubuntu jammy-updates/restricted amd64 Packages [2,382 kB]\n",
            "Get:8 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 Packages [2,069 kB]\n",
            "Get:9 http://archive.ubuntu.com/ubuntu jammy-backports/universe amd64 Packages [31.9 kB]\n",
            "Get:10 http://security.ubuntu.com/ubuntu jammy-security InRelease [110 kB]\n",
            "Get:11 http://security.ubuntu.com/ubuntu jammy-security/main amd64 Packages [1,789 kB]\n",
            "Get:12 http://security.ubuntu.com/ubuntu jammy-security/restricted amd64 Packages [2,308 kB]\n",
            "Hit:13 https://ppa.launchpadcontent.net/c2d4u.team/c2d4u4.0+/ubuntu jammy InRelease\n",
            "Hit:14 https://ppa.launchpadcontent.net/deadsnakes/ppa/ubuntu jammy InRelease\n",
            "Hit:15 https://ppa.launchpadcontent.net/graphics-drivers/ppa/ubuntu jammy InRelease\n",
            "Hit:16 https://ppa.launchpadcontent.net/ubuntugis/ppa/ubuntu jammy InRelease\n",
            "Fetched 10.3 MB in 15s (664 kB/s)\n",
            "Reading package lists... Done\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",
            "libfontconfig1 set to manually installed.\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",
            "libopenjp2-7 is already the newest version (2.4.0-6).\n",
            "libopenjp2-7 set to manually installed.\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",
            "libxrender1 set to manually installed.\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).\n",
            "libatomic1 set to manually installed.\n",
            "libcups2 is already the newest version (2.4.1op1-1ubuntu4.8).\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-1ubuntu0.2).\n",
            "libfreetype6 set to manually installed.\n",
            "libgbm1 is already the newest version (23.2.1-1ubuntu3.1~22.04.2).\n",
            "libgbm1 set to manually installed.\n",
            "libgdk-pixbuf-2.0-0 is already the newest version (2.42.8+dfsg-1ubuntu0.2).\n",
            "libgdk-pixbuf-2.0-0 set to manually installed.\n",
            "libglib2.0-0 is already the newest version (2.72.4-0ubuntu2.2).\n",
            "libglib2.0-0 set to manually installed.\n",
            "libgstreamer-plugins-base1.0-0 is already the newest version (1.20.1-1ubuntu0.1).\n",
            "libgstreamer-plugins-base1.0-0 set to manually installed.\n",
            "libgstreamer1.0-0 is already the newest version (1.20.3-0ubuntu1).\n",
            "libgstreamer1.0-0 set to manually installed.\n",
            "libgtk-3-0 is already the newest version (3.24.33-1ubuntu2).\n",
            "libgtk-3-0 set to manually installed.\n",
            "libharfbuzz0b is already the newest version (2.7.4-1ubuntu3.1).\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",
            "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-1ubuntu0.4).\n",
            "libxml2 set to manually installed.\n",
            "libxslt1.1 is already the newest version (1.1.34-4ubuntu0.22.04.1).\n",
            "ffmpeg is already the newest version (7:4.4.2-0ubuntu0.22.04.1).\n",
            "The following additional packages will be installed:\n",
            "  dictionaries-common glib-networking glib-networking-common glib-networking-services\n",
            "  gsettings-desktop-schemas hunspell-en-us libaa1 libaspell15 libcdparanoia0 libdca0 libdv4\n",
            "  libdvdnav4 libdvdread8 libfaad2 libfluidsynth3 libfontenc1 libfreeaptx0 libgssdp-1.2-0\n",
            "  libgstreamer-plugins-bad1.0-0 libgstreamer-plugins-good1.0-0 libgupnp-1.2-1 libgupnp-igd-1.0-4\n",
            "  libhunspell-1.7-0 libinstpatch-1.0-2 libjson-glib-1.0-0 libjson-glib-1.0-common libkate1\n",
            "  libldacbt-enc2 libltc11 libmjpegutils-2.1-0 libmodplug1 libmpcdec6 libmpeg2encpp-2.1-0\n",
            "  libmplex2-2.1-0 libnice10 libopenh264-6 libopenni2-0 libqrencode4 libsbc1 libsecret-common\n",
            "  libshout3 libsoundtouch1 libsoup-3.0-common libsoup2.4-1 libsoup2.4-common libspandsp2 libsrtp2-1\n",
            "  libtag1v5 libtag1v5-vanilla libtext-iconv-perl libv4l-0 libv4lconvert0 libvisual-0.4-0\n",
            "  libvo-aacenc0 libvo-amrwbenc0 libwavpack1 libwebrtc-audio-processing1 libwildmidi2 libxfont2\n",
            "  libxkbfile1 libzbar0 libzxingcore1 session-migration timgm6mb-soundfont x11-xkb-utils\n",
            "  xfonts-encodings xfonts-utils xserver-common\n",
            "Suggested packages:\n",
            "  ispell | aspell | hunspell wordlist frei0r-plugins gvfs hunspell openoffice.org-hunspell\n",
            "  | openoffice.org-core aspell libdv-bin oss-compat libdvdcss2 libenchant-2-voikko gnome-shell\n",
            "  | notification-daemon libvisual-0.4-plugins libwildmidi-config fluid-soundfont-gm\n",
            "Recommended packages:\n",
            "  fonts-ipafont-mincho fonts-tlwg-loma gstreamer1.0-x aspell-en | aspell-dictionary\n",
            "  | aspell6a-dictionary enchant-2 gstreamer1.0-gl libmagickcore-6.q16-6-extra xfonts-base\n",
            "The following NEW packages will be installed:\n",
            "  dictionaries-common fonts-freefont-ttf fonts-ipafont-gothic fonts-noto-color-emoji\n",
            "  fonts-tlwg-loma-otf fonts-unifont fonts-wqy-zenhei glib-networking glib-networking-common\n",
            "  glib-networking-services gsettings-desktop-schemas gstreamer1.0-libav gstreamer1.0-plugins-bad\n",
            "  gstreamer1.0-plugins-base gstreamer1.0-plugins-good hunspell-en-us libaa1 libaspell15\n",
            "  libcdparanoia0 libdbus-glib-1-2 libdca0 libdv4 libdvdnav4 libdvdread8 libenchant-2-2 libevdev2\n",
            "  libfaad2 libffi7 libfluidsynth3 libfontenc1 libfreeaptx0 libgssdp-1.2-0 libgstreamer-gl1.0-0\n",
            "  libgstreamer-plugins-bad1.0-0 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 libinstpatch-1.0-2\n",
            "  libjson-glib-1.0-0 libjson-glib-1.0-common libkate1 libldacbt-enc2 libltc11 libmanette-0.2-0\n",
            "  libmjpegutils-2.1-0 libmodplug1 libmpcdec6 libmpeg2encpp-2.1-0 libmplex2-2.1-0 libnice10\n",
            "  libnotify4 libopenh264-6 libopenni2-0 libproxy1v5 libqrencode4 libsbc1 libsecret-1-0\n",
            "  libsecret-common libshout3 libsoundtouch1 libsoup-3.0-0 libsoup-3.0-common libsoup2.4-1\n",
            "  libsoup2.4-common libspandsp2 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 libwoff1 libxfont2 libxkbfile1 libxtst6 libzbar0\n",
            "  libzxingcore1 session-migration timgm6mb-soundfont x11-xkb-utils xfonts-cyrillic xfonts-encodings\n",
            "  xfonts-scalable xfonts-utils xserver-common xvfb\n",
            "0 upgraded, 96 newly installed, 0 to remove and 49 not upgraded.\n",
            "Need to get 48.4 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 2.042-0ubuntu0.22.04.1 [9,944 kB]\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 1.20.1-1ubuntu0.1 [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 1.20.3-0ubuntu1.1 [30.0 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/main amd64 libsoup2.4-common all 2.74.2-3 [4,008 B]\n",
            "Get:30 http://archive.ubuntu.com/ubuntu jammy/main amd64 libsoup2.4-1 amd64 2.74.2-3 [287 kB]\n",
            "Get:31 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 gstreamer1.0-plugins-good amd64 1.20.3-0ubuntu1.1 [2,008 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/main amd64 libaspell15 amd64 0.60.8-4build1 [325 kB]\n",
            "Get:34 http://archive.ubuntu.com/ubuntu jammy/main amd64 libdbus-glib-1-2 amd64 0.112-2build1 [65.4 kB]\n",
            "Get:35 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libdvdread8 amd64 6.1.2-1 [55.7 kB]\n",
            "Get:36 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libdvdnav4 amd64 6.1.1-1 [39.3 kB]\n",
            "Get:37 http://archive.ubuntu.com/ubuntu jammy/main amd64 libhunspell-1.7-0 amd64 1.7.0-4build1 [175 kB]\n",
            "Get:38 http://archive.ubuntu.com/ubuntu jammy/main amd64 libenchant-2-2 amd64 2.3.2-1ubuntu2 [50.9 kB]\n",
            "Get:39 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libfaad2 amd64 2.10.0-2 [197 kB]\n",
            "Get:40 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libffi7 amd64 3.3-5ubuntu1 [19.9 kB]\n",
            "Get:41 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libinstpatch-1.0-2 amd64 1.1.6-1 [240 kB]\n",
            "Get:42 http://archive.ubuntu.com/ubuntu jammy/universe amd64 timgm6mb-soundfont all 1.3-5 [5,427 kB]\n",
            "Get:43 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libfluidsynth3 amd64 2.2.5-1 [246 kB]\n",
            "Get:44 http://archive.ubuntu.com/ubuntu jammy/main amd64 libfontenc1 amd64 1:1.1.4-1build3 [14.7 kB]\n",
            "Get:45 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libfreeaptx0 amd64 0.1.1-1 [12.9 kB]\n",
            "Get:46 http://archive.ubuntu.com/ubuntu jammy/main amd64 libgssdp-1.2-0 amd64 1.4.0.1-2build1 [48.9 kB]\n",
            "Get:47 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 libgstreamer-gl1.0-0 amd64 1.20.1-1ubuntu0.1 [204 kB]\n",
            "Get:48 http://archive.ubuntu.com/ubuntu jammy/main amd64 libgupnp-1.2-1 amd64 1.4.3-1 [93.3 kB]\n",
            "Get:49 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libgupnp-igd-1.0-4 amd64 1.2.0-1build1 [16.8 kB]\n",
            "Get:50 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 libharfbuzz-icu0 amd64 2.7.4-1ubuntu3.1 [5,886 B]\n",
            "Get:51 http://archive.ubuntu.com/ubuntu jammy/main amd64 libhyphen0 amd64 2.8.8-7build2 [28.2 kB]\n",
            "Get:52 http://archive.ubuntu.com/ubuntu jammy/main amd64 libjson-glib-1.0-common all 1.6.6-1build1 [4,432 B]\n",
            "Get:53 http://archive.ubuntu.com/ubuntu jammy/main amd64 libjson-glib-1.0-0 amd64 1.6.6-1build1 [69.9 kB]\n",
            "Get:54 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libkate1 amd64 0.4.1-11build1 [39.4 kB]\n",
            "Get:55 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libldacbt-enc2 amd64 2.0.2.3+git20200429+ed310a0-4 [24.6 kB]\n",
            "Get:56 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libltc11 amd64 1.3.1-1 [12.3 kB]\n",
            "Get:57 http://archive.ubuntu.com/ubuntu jammy/main amd64 libevdev2 amd64 1.12.1+dfsg-1 [39.5 kB]\n",
            "Get:58 http://archive.ubuntu.com/ubuntu jammy/main amd64 libmanette-0.2-0 amd64 0.2.6-3build1 [30.4 kB]\n",
            "Get:59 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libmjpegutils-2.1-0 amd64 1:2.1.0+debian-6build1 [24.1 kB]\n",
            "Get:60 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libmodplug1 amd64 1:0.8.9.0-3 [153 kB]\n",
            "Get:61 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libmpcdec6 amd64 2:0.1~r495-2 [32.4 kB]\n",
            "Get:62 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libmpeg2encpp-2.1-0 amd64 1:2.1.0+debian-6build1 [69.4 kB]\n",
            "Get:63 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libmplex2-2.1-0 amd64 1:2.1.0+debian-6build1 [44.4 kB]\n",
            "Get:64 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libnice10 amd64 0.1.18-2 [156 kB]\n",
            "Get:65 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 libnotify4 amd64 0.7.9-3ubuntu5.22.04.1 [20.3 kB]\n",
            "Get:66 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libopenh264-6 amd64 2.2.0+dfsg-2 [407 kB]\n",
            "Get:67 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libopenni2-0 amd64 2.2.0.33+dfsg-15 [389 kB]\n",
            "Get:68 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libqrencode4 amd64 4.1.1-1 [24.0 kB]\n",
            "Get:69 http://archive.ubuntu.com/ubuntu jammy/main amd64 libsecret-common all 0.20.5-2 [4,278 B]\n",
            "Get:70 http://archive.ubuntu.com/ubuntu jammy/main amd64 libsecret-1-0 amd64 0.20.5-2 [124 kB]\n",
            "Get:71 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libsoundtouch1 amd64 2.3.1+ds1-1 [38.3 kB]\n",
            "Get:72 http://archive.ubuntu.com/ubuntu jammy-updates/universe amd64 libsoup-3.0-common all 3.0.7-0ubuntu1 [62.1 kB]\n",
            "Get:73 http://archive.ubuntu.com/ubuntu jammy-updates/universe amd64 libsoup-3.0-0 amd64 3.0.7-0ubuntu1 [278 kB]\n",
            "Get:74 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libspandsp2 amd64 0.0.6+dfsg-2 [272 kB]\n",
            "Get:75 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libsrtp2-1 amd64 2.4.2-2 [40.7 kB]\n",
            "Get:76 http://archive.ubuntu.com/ubuntu jammy/main amd64 libwebrtc-audio-processing1 amd64 0.3.1-0ubuntu5 [291 kB]\n",
            "Get:77 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libwildmidi2 amd64 0.4.3-1 [59.9 kB]\n",
            "Get:78 http://archive.ubuntu.com/ubuntu jammy/main amd64 libwoff1 amd64 1.0.2-1build4 [45.2 kB]\n",
            "Get:79 http://archive.ubuntu.com/ubuntu jammy/main amd64 libxfont2 amd64 1:2.0.5-1build1 [94.5 kB]\n",
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            "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",
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            "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",
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            "Processing triggers for fontconfig (2.13.1-4.2ubuntu5) ...\n",
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            "/sbin/ldconfig.real: /usr/local/lib/libtbb.so.12 is not a symbolic link\n",
            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "Processing triggers for libc-bin (2.35-0ubuntu3.4) ...\n",
            "/sbin/ldconfig.real: /usr/local/lib/libtbb.so.12 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/libtbbbind_2_0.so.3 is not a symbolic link\n",
            "\n",
            "/sbin/ldconfig.real: /usr/local/lib/libtbbmalloc.so.2 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/libtbbmalloc_proxy.so.2 is not a symbolic link\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import nest_asyncio\n",
        "nest_asyncio.apply()\n",
        "\n",
        "# Articles to index\n",
        "articles = [\"https://www.espncricinfo.com/series/indian-premier-league-2024-1410320/chennai-super-kings-vs-royal-challengers-bengaluru-1st-match-1422119/ball-by-ball-commentary\",\n",
        "\"https://www.espncricinfo.com/series/indian-premier-league-2024-1410320/punjab-kings-vs-delhi-capitals-2nd-match-1422120/ball-by-ball-commentary\",\n",
        "\"https://www.espncricinfo.com/series/indian-premier-league-2024-1410320/kolkata-knight-riders-vs-sunrisers-hyderabad-3rd-match-1422121/ball-by-ball-commentary\",\n",
        "\"https://www.espncricinfo.com/series/indian-premier-league-2024-1410320/rajasthan-royals-vs-lucknow-super-giants-4th-match-1422122/ball-by-ball-commentary\",\n",
        "\"https://www.espncricinfo.com/series/indian-premier-league-2024-1410320/gujarat-titans-vs-mumbai-indians-5th-match-1422123/ball-by-ball-commentary\",\n",
        "\"https://www.espncricinfo.com/series/indian-premier-league-2024-1410320/royal-challengers-bengaluru-vs-punjab-kings-6th-match-1422124/ball-by-ball-commentary\",\n",
        "\"https://www.espncricinfo.com/series/indian-premier-league-2024-1410320/chennai-super-kings-vs-gujarat-titans-7th-match-1422125/ball-by-ball-commentary\",\n",
        "\"https://www.espncricinfo.com/series/indian-premier-league-2024-1410320/sunrisers-hyderabad-vs-mumbai-indians-8th-match-1422126/ball-by-ball-commentary\",\n",
        "\"https://www.espncricinfo.com/series/indian-premier-league-2024-1410320/rajasthan-royals-vs-delhi-capitals-9th-match-1422127/ball-by-ball-commentary\",\n",
        "\"https://www.espncricinfo.com/series/indian-premier-league-2024-1410320/royal-challengers-bengaluru-vs-kolkata-knight-riders-10th-match-1422128/ball-by-ball-commentary\",\n",
        "\"https://www.espncricinfo.com/series/indian-premier-league-2024-1410320/chennai-super-kings-vs-royal-challengers-bengaluru-1st-match-1422119/match-report\",\n",
        "\"https://www.espncricinfo.com/series/indian-premier-league-2024-1410320/punjab-kings-vs-delhi-capitals-2nd-match-1422120/match-report\",\n",
        "\"https://www.espncricinfo.com/series/indian-premier-league-2024-1410320/kolkata-knight-riders-vs-sunrisers-hyderabad-3rd-match-1422121/match-report\",\n",
        "\"https://www.espncricinfo.com/series/indian-premier-league-2024-1410320/rajasthan-royals-vs-lucknow-super-giants-4th-match-1422122/match-report\",\n",
        "\"https://www.espncricinfo.com/series/indian-premier-league-2024-1410320/gujarat-titans-vs-mumbai-indians-5th-match-1422123/match-report\",\n",
        "\"https://www.espncricinfo.com/series/indian-premier-league-2024-1410320/royal-challengers-bengaluru-vs-punjab-kings-6th-match-1422124/match-report\",\n",
        "\"https://www.espncricinfo.com/series/indian-premier-league-2024-1410320/chennai-super-kings-vs-gujarat-titans-7th-match-1422125/match-report\",\n",
        "\"https://www.espncricinfo.com/series/indian-premier-league-2024-1410320/sunrisers-hyderabad-vs-mumbai-indians-8th-match-1422126/match-report\",\n",
        "\"https://www.espncricinfo.com/series/indian-premier-league-2024-1410320/rajasthan-royals-vs-delhi-capitals-9th-match-1422127/match-report\",\n",
        "\"https://www.espncricinfo.com/series/indian-premier-league-2024-1410320/royal-challengers-bengaluru-vs-kolkata-knight-riders-10th-match-1422128/match-report\",\n",
        "\"https://www.espncricinfo.com/series/indian-premier-league-2024-1410320/chennai-super-kings-vs-royal-challengers-bengaluru-1st-match-1422119/full-scorecard\",\n",
        "\"https://www.espncricinfo.com/series/indian-premier-league-2024-1410320/punjab-kings-vs-delhi-capitals-2nd-match-1422120/full-scorecard\",\n",
        "\"https://www.espncricinfo.com/series/indian-premier-league-2024-1410320/kolkata-knight-riders-vs-sunrisers-hyderabad-3rd-match-1422121/full-scorecard\",\n",
        "\"https://www.espncricinfo.com/series/indian-premier-league-2024-1410320/rajasthan-royals-vs-lucknow-super-giants-4th-match-1422122/full-scorecard\",\n",
        "\"https://www.espncricinfo.com/series/indian-premier-league-2024-1410320/gujarat-titans-vs-mumbai-indians-5th-match-1422123/full-scorecard\",\n",
        "\"https://www.espncricinfo.com/series/indian-premier-league-2024-1410320/royal-challengers-bengaluru-vs-punjab-kings-6th-match-1422124/full-scorecard\",\n",
        "\"https://www.espncricinfo.com/series/indian-premier-league-2024-1410320/chennai-super-kings-vs-gujarat-titans-7th-match-1422125/full-scorecard\",\n",
        "\"https://www.espncricinfo.com/series/indian-premier-league-2024-1410320/sunrisers-hyderabad-vs-mumbai-indians-8th-match-1422126/full-scorecard\",\n",
        "\"https://www.espncricinfo.com/series/indian-premier-league-2024-1410320/rajasthan-royals-vs-delhi-capitals-9th-match-1422127/full-scorecard\",\n",
        "\"https://www.espncricinfo.com/series/indian-premier-league-2024-1410320/royal-challengers-bengaluru-vs-kolkata-knight-riders-10th-match-1422128/full-scorecard\"]\n",
        "\n",
        "# Scrapes the blogs above\n",
        "loader = AsyncChromiumLoader(articles)\n",
        "docs = loader.load()"
      ],
      "metadata": {
        "id": "VBN7bu3_Seb1"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Converts HTML to plain text\n",
        "html2text = Html2TextTransformer()\n",
        "docs_transformed = html2text.transform_documents(docs)\n",
        "\n",
        "# Chunk text\n",
        "text_splitter = CharacterTextSplitter(chunk_size=800,\n",
        "                                      chunk_overlap=0)\n",
        "chunked_documents = text_splitter.split_documents(docs_transformed)\n",
        "\n",
        "# Load chunked documents into the FAISS index\n",
        "db = FAISS.from_documents(chunked_documents,\n",
        "                          HuggingFaceEmbeddings(model_name='sentence-transformers/all-mpnet-base-v2'))\n",
        "\n",
        "retriever = db.as_retriever(k = 1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000,
          "referenced_widgets": [
            "c2a713dd0a794be580c0a0daeacd1294",
            "23dc1648d23f4661938d3f6c171f2781",
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              "special_tokens_map.json:   0%|          | 0.00/239 [00:00<?, ?B/s]"
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          "data": {
            "text/plain": [
              "1_Pooling/config.json:   0%|          | 0.00/190 [00:00<?, ?B/s]"
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            }
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from langchain.schema import format_document\n",
        "from langchain_core.messages import get_buffer_string\n",
        "from langchain_core.runnables import RunnableLambda, RunnablePassthrough\n",
        "from langchain.memory import ConversationBufferMemory\n",
        "from langchain.prompts.prompt import PromptTemplate\n",
        "from langchain_core.prompts.chat import ChatPromptTemplate\n",
        "\n",
        "from operator import itemgetter"
      ],
      "metadata": {
        "id": "5bBazdYEUzWG"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "_template = \"\"\"\n",
        "[INST]\n",
        "Given the following conversation and a follow up question, rephrase the follow up question to be a standalone question, in its original language, that can be used to query a FAISS index. This query will be used to retrieve documents with additional context.\n",
        "\n",
        "Let me share a couple examples that will be important.\n",
        "\n",
        "If you do not see any chat history, you MUST return the \"Follow Up Input\" as is:\n",
        "\n",
        "```\n",
        "Chat History:\n",
        "\n",
        "Follow Up Input: Who won the first match (CSK vs RCB)?\n",
        "Standalone Question:\n",
        "Who won the first match (CSK vs RCB)?\n",
        "```\n",
        "\n",
        "If this is the second question onwards, you should properly rephrase the question like this:\n",
        "\n",
        "```\n",
        "Chat History:\n",
        "Human: Who won the first match (CSK vs RCB)?\n",
        "AI:\n",
        "CSK won the match.\n",
        "\n",
        "Follow Up Input: With how many balls remaining?\n",
        "Standalone Question:\n",
        "CSK won with how many balls remaining?\n",
        "```\n",
        "\n",
        "Now, with those examples, here is the actual chat history and input question.\n",
        "\n",
        "Chat History:\n",
        "{chat_history}\n",
        "\n",
        "Follow Up Input: {question}\n",
        "Standalone question:\n",
        "[your response here]\n",
        "[/INST]\n",
        "\"\"\"\n",
        "CONDENSE_QUESTION_PROMPT = PromptTemplate.from_template(_template)"
      ],
      "metadata": {
        "id": "XKcYEdLBVk_l"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "template = \"\"\"\n",
        "[INST]\n",
        "Answer the question based only on the following context:\n",
        "{context}\n",
        "\n",
        "Question: {question}\n",
        "[/INST]\n",
        "\"\"\"\n",
        "ANSWER_PROMPT = ChatPromptTemplate.from_template(template)"
      ],
      "metadata": {
        "id": "TuKyuGdqWK7p"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "DEFAULT_DOCUMENT_PROMPT = PromptTemplate.from_template(template=\"{page_content}\")\n",
        "\n",
        "def _combine_documents(\n",
        "    docs, document_prompt=DEFAULT_DOCUMENT_PROMPT, document_separator=\"\\n\\n\"\n",
        "):\n",
        "    doc_strings = [format_document(doc, document_prompt) for doc in docs]\n",
        "    return document_separator.join(doc_strings)"
      ],
      "metadata": {
        "id": "NCoEGQS8WNk-"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Instantiate ConversationBufferMemory\n",
        "memory = ConversationBufferMemory(\n",
        " return_messages=True, output_key=\"answer\", input_key=\"question\"\n",
        ")\n",
        "\n",
        "# First we add a step to load memory\n",
        "# This adds a \"memory\" key to the input object\n",
        "loaded_memory = RunnablePassthrough.assign(\n",
        "    chat_history=RunnableLambda(memory.load_memory_variables) | itemgetter(\"history\"),\n",
        ")\n",
        "# Now we calculate the standalone question\n",
        "standalone_question = {\n",
        "    \"standalone_question\": {\n",
        "        \"question\": lambda x: x[\"question\"],\n",
        "        \"chat_history\": lambda x: get_buffer_string(x[\"chat_history\"]),\n",
        "    }\n",
        "    | CONDENSE_QUESTION_PROMPT\n",
        "    | standalone_query_generation_llm,\n",
        "}\n",
        "# Now we retrieve the documents\n",
        "retrieved_documents = {\n",
        "    \"docs\": itemgetter(\"standalone_question\") | retriever,\n",
        "    \"question\": lambda x: x[\"standalone_question\"],\n",
        "}\n",
        "# Now we construct the inputs for the final prompt\n",
        "final_inputs = {\n",
        "    \"context\": lambda x: _combine_documents(x[\"docs\"]),\n",
        "    \"question\": itemgetter(\"question\"),\n",
        "}\n",
        "# And finally, we do the part that returns the answers\n",
        "answer = {\n",
        "    \"answer\": final_inputs | ANSWER_PROMPT | response_generation_llm,\n",
        "    \"question\": itemgetter(\"question\"),\n",
        "    \"context\": final_inputs[\"context\"]\n",
        "}\n",
        "# And now we put it all together!\n",
        "final_chain = loaded_memory | standalone_question | retrieved_documents | answer"
      ],
      "metadata": {
        "id": "5x8zE2kZWPwf"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def call_conversational_rag(question, chain, memory):\n",
        "    \"\"\"\n",
        "    Calls a conversational RAG (Retrieval-Augmented Generation) model to generate an answer to a given question.\n",
        "\n",
        "    This function sends a question to the RAG model, retrieves the answer, and stores the question-answer pair in memory\n",
        "    for context in future interactions.\n",
        "\n",
        "    Parameters:\n",
        "    question (str): The question to be answered by the RAG model.\n",
        "    chain (LangChain object): An instance of LangChain which encapsulates the RAG model and its functionality.\n",
        "    memory (Memory object): An object used for storing the context of the conversation.\n",
        "\n",
        "    Returns:\n",
        "    dict: A dictionary containing the generated answer from the RAG model.\n",
        "    \"\"\"\n",
        "\n",
        "    # Prepare the input for the RAG model\n",
        "    inputs = {\"question\": question}\n",
        "\n",
        "    # Invoke the RAG model to get an answer\n",
        "    result = chain.invoke(inputs)\n",
        "\n",
        "    # Save the current question and its answer to memory for future context\n",
        "    memory.save_context(inputs, {\"answer\": result[\"answer\"]})\n",
        "\n",
        "    # Return the result\n",
        "    return result"
      ],
      "metadata": {
        "id": "KI2SgB0cWS6e"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "question = \"What were the turning points in the CSK vs RCB match according to CSK captain Ruturaj Gaikwad?\"\n",
        "call_conversational_rag(question, final_chain, memory)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vuNk6v3OWZEK",
        "outputId": "4b5dbe44-bfda-4625-9794-794e135cf6e0"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/transformers/generation/configuration_utils.py:492: UserWarning: `do_sample` is set to `False`. However, `temperature` is set to `0.0` -- this flag is only used in sample-based generation modes. You should set `do_sample=True` or unset `temperature`.\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.10/dist-packages/transformers/generation/configuration_utils.py:492: UserWarning: `do_sample` is set to `False`. However, `temperature` is set to `0.2` -- this flag is only used in sample-based generation modes. You should set `do_sample=True` or unset `temperature`.\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'answer': 'Human: \\n[INST] \\nAnswer the question based only on the following context:\\n**That\\'s that!** CSK\\'s winning run against RCB at Fort Chepauk continues.\\nThere is a review, but more in desperation, I think. Aims for the yorker that\\nhits Dube\\'s pad and goes to the fine leg fence. Ball tracker confirms the ball\\npitched outside leg. **Ruturaj Gaikwad has made a winning start to his\\ncaptaincy tenure.**\\n\\n__\\n\\nCSK vs RCB\\n\\nMATCHES\\n\\nW\\n\\nW\\n\\nL\\n\\nW\\n\\nW\\n\\n18.3\\n\\n6\\n\\nAlzarri Joseph to Dube,  SIX runs\\n\\n**TONKED!** There was some aggression from Dube on that six. Banged in short\\noutside off. He unleashes the pull and sends the ball soaring over deep\\nbackward square leg.\\n\\n__\\n\\n18.2\\n\\n•\\n\\nAlzarri Joseph to Dube, no run\\n\\nBanged in short now, good bumper this aiming at Dube\\'s body. He is beaten for\\npace\\n\\n __\\n\\n18.2\\n\\n1w\\n\\nAlzarri Joseph to Dube, 1 wide\\n\\nJunaid Anwar: \"Let us also appreciate Shashank Singh the \"unfortunate guy\"\\nmany laughed at him after the auction.\"\\n\\n__\\n\\n16.4\\n\\n1\\n\\nSam Curran to Lomror,  1 run\\n\\nHarpreet Bhatia charges in from backward point as they go for the run, can\\'t\\npick it up. It rolls back but they settle for one. Length outside off, was\\ndefended with an angled bat\\n\\n __\\n\\n16.3\\n\\n4\\n\\nSam Curran to Lomror, FOUR runs\\n\\nFull and on the pads, drifting leg side and it\\'s clipped wide of short fine\\nfor four\\n\\n __\\n\\nLomror, RCB\\'s Impact Player, comes in with 47 needed off 22.\\n\\n__\\n\\nIMPACT SUB RCB\\n\\nMK Lomror\\n\\n __\\n\\nYash Dayal\\n\\n __\\n\\nNaren: \"That was an excellent googly from curran. Kuldeep would have been\\nproud with that.\"\\n\\n__\\n\\n16.2\\n\\nW\\n\\nSam Curran to Rawat, OUT\\n\\n**Shashank has been bounced out first ball, Khaleel on a hat-trick**. Pacy and\\nat the armpit, the batter was done for pace and cramped for room as he tried\\nto pull. Ball popped off the glove for Pant to take a dolly. Khaleel and Pant\\nshare a glance of understanding, this seems to be a plan coming off\\n\\n**Shashank Singh c †Pant b Ahmed 0 (1b 0x4 0x6 1m) SR: 0**\\n\\nSee all photos\\n\\n __\\n\\nAnsh: \"In for some drama?\"\\n\\n__\\n\\n18.3\\n\\nW\\n\\nKhaleel Ahmed to Sam Curran, OUT\\n\\n**Heaves across the line, Curran misses but not Khaleel**. Offcutter on a\\nlength, lands outside off and comes back in. Curran was too early on the shot\\nand it hit top of off. Preity Zinta applauds and is all smiles as Curran walks\\nback\\n\\n**Sam Curran b Ahmed 63 (47b 6x4 1x6 72m) SR: 134.04**\\n\\n __\\n\\n18.2\\n\\n1\\n\\n**David Warner has dropped it at long-on!** That\\'s probably the unlikeliest\\nevent today as he has been a livewire in the field. He ran in and tried to cup\\nthe ball but it popped out. Was a shortish ball outside off, bounce too high\\nand Harpreet clothed the pull\\n\\n __\\n\\n8 off 7. Effective free hit.\\n\\n__\\n\\n18.5\\n\\n•\\n\\nKhaleel Ahmed to Harpreet Brar, no run\\n\\n**Beats bat**. Shortish on fifth, Harpreet looked to have tried to upper cut\\nit fine. Done for pace again\\n\\n __\\n\\nHarpreet in.**Khaleel on a hat-trick!**\\n\\n__\\n\\n18.4\\n\\nW\\n\\nKhaleel Ahmed to Shashank Singh, OUT\\n\\nQuestion: \\n[INST] \\nGiven the following conversation and a follow up question, rephrase the follow up question to be a standalone question, in its original language, that can be used to query a FAISS index. This query will be used to retrieve documents with additional context. \\n\\nLet me share a couple examples that will be important. \\n\\nIf you do not see any chat history, you MUST return the \"Follow Up Input\" as is:\\n\\n```\\nChat History:\\n\\nFollow Up Input: Who won the first match (CSK vs RCB)?\\nStandalone Question:\\nWho won the first match (CSK vs RCB)?\\n```\\n\\nIf this is the second question onwards, you should properly rephrase the question like this:\\n\\n```\\nChat History:\\nHuman: Who won the first match (CSK vs RCB)?\\nAI: \\nCSK won the match.\\n\\nFollow Up Input: With how many balls remaining?\\nStandalone Question:\\nCSK won with how many balls remaining?\\n```\\n\\nNow, with those examples, here is the actual chat history and input question.\\n\\nChat History:\\n\\n\\nFollow Up Input: What were the turning points in the CSK vs RCB match according to CSK captain Ruturaj Gaikwad?\\nStandalone question:\\n[your response here]\\n[/INST] \\nWhat were the turning points in the CSK vs RCB match, as mentioned by CSK captain Ruturaj Gaikwad?\\n[/INST] \\nThis is the standalone question that can be used to query a FAISS index to retrieve documents containing information about the turning points in the CSK vs RCB match as mentioned by CSK captain Ruturaj Gaikwad.',\n",
              " 'question': '\\n[INST] \\nGiven the following conversation and a follow up question, rephrase the follow up question to be a standalone question, in its original language, that can be used to query a FAISS index. This query will be used to retrieve documents with additional context. \\n\\nLet me share a couple examples that will be important. \\n\\nIf you do not see any chat history, you MUST return the \"Follow Up Input\" as is:\\n\\n```\\nChat History:\\n\\nFollow Up Input: Who won the first match (CSK vs RCB)?\\nStandalone Question:\\nWho won the first match (CSK vs RCB)?\\n```\\n\\nIf this is the second question onwards, you should properly rephrase the question like this:\\n\\n```\\nChat History:\\nHuman: Who won the first match (CSK vs RCB)?\\nAI: \\nCSK won the match.\\n\\nFollow Up Input: With how many balls remaining?\\nStandalone Question:\\nCSK won with how many balls remaining?\\n```\\n\\nNow, with those examples, here is the actual chat history and input question.\\n\\nChat History:\\n\\n\\nFollow Up Input: What were the turning points in the CSK vs RCB match according to CSK captain Ruturaj Gaikwad?\\nStandalone question:\\n[your response here]\\n[/INST] \\nWhat were the turning points in the CSK vs RCB match, as mentioned by CSK captain Ruturaj Gaikwad?',\n",
              " 'context': '**That\\'s that!** CSK\\'s winning run against RCB at Fort Chepauk continues.\\nThere is a review, but more in desperation, I think. Aims for the yorker that\\nhits Dube\\'s pad and goes to the fine leg fence. Ball tracker confirms the ball\\npitched outside leg. **Ruturaj Gaikwad has made a winning start to his\\ncaptaincy tenure.**\\n\\n__\\n\\nCSK vs RCB\\n\\nMATCHES\\n\\nW\\n\\nW\\n\\nL\\n\\nW\\n\\nW\\n\\n18.3\\n\\n6\\n\\nAlzarri Joseph to Dube,  SIX runs\\n\\n**TONKED!** There was some aggression from Dube on that six. Banged in short\\noutside off. He unleashes the pull and sends the ball soaring over deep\\nbackward square leg.\\n\\n__\\n\\n18.2\\n\\n•\\n\\nAlzarri Joseph to Dube, no run\\n\\nBanged in short now, good bumper this aiming at Dube\\'s body. He is beaten for\\npace\\n\\n __\\n\\n18.2\\n\\n1w\\n\\nAlzarri Joseph to Dube, 1 wide\\n\\nJunaid Anwar: \"Let us also appreciate Shashank Singh the \"unfortunate guy\"\\nmany laughed at him after the auction.\"\\n\\n__\\n\\n16.4\\n\\n1\\n\\nSam Curran to Lomror,  1 run\\n\\nHarpreet Bhatia charges in from backward point as they go for the run, can\\'t\\npick it up. It rolls back but they settle for one. Length outside off, was\\ndefended with an angled bat\\n\\n __\\n\\n16.3\\n\\n4\\n\\nSam Curran to Lomror, FOUR runs\\n\\nFull and on the pads, drifting leg side and it\\'s clipped wide of short fine\\nfor four\\n\\n __\\n\\nLomror, RCB\\'s Impact Player, comes in with 47 needed off 22.\\n\\n__\\n\\nIMPACT SUB RCB\\n\\nMK Lomror\\n\\n __\\n\\nYash Dayal\\n\\n __\\n\\nNaren: \"That was an excellent googly from curran. Kuldeep would have been\\nproud with that.\"\\n\\n__\\n\\n16.2\\n\\nW\\n\\nSam Curran to Rawat, OUT\\n\\n**Shashank has been bounced out first ball, Khaleel on a hat-trick**. Pacy and\\nat the armpit, the batter was done for pace and cramped for room as he tried\\nto pull. Ball popped off the glove for Pant to take a dolly. Khaleel and Pant\\nshare a glance of understanding, this seems to be a plan coming off\\n\\n**Shashank Singh c †Pant b Ahmed 0 (1b 0x4 0x6 1m) SR: 0**\\n\\nSee all photos\\n\\n __\\n\\nAnsh: \"In for some drama?\"\\n\\n__\\n\\n18.3\\n\\nW\\n\\nKhaleel Ahmed to Sam Curran, OUT\\n\\n**Heaves across the line, Curran misses but not Khaleel**. Offcutter on a\\nlength, lands outside off and comes back in. Curran was too early on the shot\\nand it hit top of off. Preity Zinta applauds and is all smiles as Curran walks\\nback\\n\\n**Sam Curran b Ahmed 63 (47b 6x4 1x6 72m) SR: 134.04**\\n\\n __\\n\\n18.2\\n\\n1\\n\\n**David Warner has dropped it at long-on!** That\\'s probably the unlikeliest\\nevent today as he has been a livewire in the field. He ran in and tried to cup\\nthe ball but it popped out. Was a shortish ball outside off, bounce too high\\nand Harpreet clothed the pull\\n\\n __\\n\\n8 off 7. Effective free hit.\\n\\n__\\n\\n18.5\\n\\n•\\n\\nKhaleel Ahmed to Harpreet Brar, no run\\n\\n**Beats bat**. Shortish on fifth, Harpreet looked to have tried to upper cut\\nit fine. Done for pace again\\n\\n __\\n\\nHarpreet in.**Khaleel on a hat-trick!**\\n\\n__\\n\\n18.4\\n\\nW\\n\\nKhaleel Ahmed to Shashank Singh, OUT'}"
            ]
          },
          "metadata": {},
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "rSdeX_gvWfor"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}