{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "kH18jD5cR_Ks",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "ef1c1d2d-e78c-4984-dc04-ecc296cfb5ee"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m44.4/44.4 kB\u001b[0m \u001b[31m1.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
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            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m471.6/471.6 kB\u001b[0m \u001b[31m28.0 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[31m9.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m62.7/62.7 kB\u001b[0m \u001b[31m5.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m76.4/76.4 kB\u001b[0m \u001b[31m6.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m78.0/78.0 kB\u001b[0m \u001b[31m6.9 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[31m3.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m141.9/141.9 kB\u001b[0m \u001b[31m11.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m54.5/54.5 kB\u001b[0m \u001b[31m4.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m134.8/134.8 kB\u001b[0m \u001b[31m10.8 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[31m14.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m58.3/58.3 kB\u001b[0m \u001b[31m5.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Building wheel for flash-attn (setup.py) ... \u001b[?25l\u001b[?25hdone\n"
          ]
        }
      ],
      "source": [
        "!pip install --quiet -qqq --upgrade accelerate peft bitsandbytes transformers trl faiss-gpu langchain_community wandb flash-attn\n",
        "# flash-attn"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "cgVNTbBa-D3j"
      },
      "outputs": [],
      "source": [
        "# load the required packages.\n",
        "import torch\n",
        "from datasets import load_dataset, Dataset\n",
        "from peft import LoraConfig, AutoPeftModelForCausalLM\n",
        "from transformers import AutoModelForCausalLM, AutoTokenizer, BitsAndBytesConfig, TrainingArguments, AutoConfig, set_seed\n",
        "from trl import SFTTrainer\n",
        "import os\n",
        "import transformers\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "from peft import LoraConfig, AutoPeftModelForCausalLM, PeftModel, get_peft_model\n",
        "import sqlparse\n",
        "import bitsandbytes as bnb\n",
        "import os\n",
        "from huggingface_hub import hf_hub_download\n",
        "from huggingface_hub import HfFileSystem\n",
        "import re\n",
        "import json"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "s7RtbLxPwTx2",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "43d5ff02-3e33-439c-e3a9-c18ce99d237d"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ],
      "source": [
        "# from google.colab import drive\n",
        "# from google.colab import userdata\n",
        "# drive.mount('/content/drive')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "basaX_55Yf_D"
      },
      "outputs": [],
      "source": [
        "#transformers.logging.set_verbosity_info()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "bkkjgGdlrNcq"
      },
      "outputs": [],
      "source": [
        "WRITE_TOKEN = userdata.get('hf_write')\n",
        "READ_TOKEN = userdata.get('hf_read')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "7CKnwlRfZj4V"
      },
      "outputs": [],
      "source": [
        "model_name = \"meta-llama/Llama-3.2-1B-Instruct\"\n",
        "out_name = \"lleticiasilvaa/Llama-3.2-1B-Instruct-SchemaLinking-v1\"\n",
        "prev_checkpoint = \"checkpoint-3000\""
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "9zs7nCmt-pMC"
      },
      "outputs": [],
      "source": [
        "#!huggingface-cli login"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "PZdnxs8k-Cgl"
      },
      "outputs": [],
      "source": [
        "bird_id=\"NESPED-GEN/bird\"\n",
        "spider_id=\"NESPED-GEN/spider\"\n",
        "\n",
        "selector_id = \"NESPED-GEN/selector_testes\""
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xT2iRdCN_MFH"
      },
      "source": [
        "### Load Data\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
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        },
        "outputId": "2fa6d9a5-24db-4a2a-f2d7-6de4d2258e6c"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/huggingface_hub/utils/_token.py:89: UserWarning: \n",
            "The secret `HF_TOKEN` does not exist in your Colab secrets.\n",
            "To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n",
            "You will be able to reuse this secret in all of your notebooks.\n",
            "Please note that authentication is recommended but still optional to access public models or datasets.\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "README.md:   0%|          | 0.00/899 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "7a59a8d8d867449095aca6400350846b"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "train-00000-of-00001.parquet:   0%|          | 0.00/2.85M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "3e03bf067363430dad26d453cf649411"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "retry_train-00000-of-00001.parquet:   0%|          | 0.00/1.92M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "e7c9b5d3e9b94b0db386fd321c5a329f"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Generating train split:   0%|          | 0/9428 [00:00<?, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "853d691e73bd4c64bd2a58876fdbc262"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Generating retry_train split:   0%|          | 0/4268 [00:00<?, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "ce83ba98a3024f26ab838e8a5bd992cf"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
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            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "cd695c6b528b466ead519a7d717b7bfa"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
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            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "3807feb828bb4d6fb70ead7e8e9e0234"
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          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
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            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "62d7a49385f7467fba578bce96c013ef"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "test-00000-of-00001.parquet:   0%|          | 0.00/1.71M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "7efbb574e1f64806950082f6e5238049"
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          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "train_spider-00000-of-00001.parquet:   0%|          | 0.00/2.31M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "9b1b3e6e3f6a44f79253f1c56460e734"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "train_others-00000-of-00001.parquet:   0%|          | 0.00/182k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "2298614545124b94b7506310261044b6"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Generating train split:   0%|          | 0/8656 [00:00<?, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "edc5749290a343ce88ff72b04231402d"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Generating dev split:   0%|          | 0/1034 [00:00<?, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "44ee0357400641d4bdb451281facae94"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Generating test split:   0%|          | 0/2147 [00:00<?, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "6c32dc755572485b97c2f1884b2c01c5"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Generating train_spider split:   0%|          | 0/6997 [00:00<?, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "8f9112a25a924e1baf165192c1cd7b4b"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Generating train_others split:   0%|          | 0/1659 [00:00<?, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "1230babc7f11460aa9f624a2a8a0eb22"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "# bird = load_dataset(bird_id, split=\"train\").to_pandas()\n",
        "# spider = load_dataset(spider_id, split=\"train\").to_pandas()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "D3d_091Ud0BG"
      },
      "outputs": [],
      "source": [
        "# df = pd.concat([spider, bird], axis=0)\n",
        "# df = df.fillna('')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "niRTjA1tQIWr"
      },
      "outputs": [],
      "source": [
        "# df.reset_index(drop=True, inplace=True)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df = load_dataset(selector_id, split=\"trainSpider\").to_pandas()"
      ],
      "metadata": {
        "id": "LeL7EfmQVyBt",
        "colab": {
          "base_uri": "https://localhost:8080/",
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        },
        "outputId": "f229c00a-d410-45c3-8deb-863f6306b76f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/huggingface_hub/utils/_token.py:89: UserWarning: \n",
            "The secret `HF_TOKEN` does not exist in your Colab secrets.\n",
            "To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n",
            "You will be able to reuse this secret in all of your notebooks.\n",
            "Please note that authentication is recommended but still optional to access public models or datasets.\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "README.md:   0%|          | 0.00/1.23k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
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          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "trainSpider-00000-of-00001.parquet:   0%|          | 0.00/2.00M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "47417c4467914eedab3577accaf94093"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "devSpider-00000-of-00001.parquet:   0%|          | 0.00/297k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "546e05f31ebc47e29a1a581247cfd942"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "testSpider-00000-of-00001.parquet:   0%|          | 0.00/649k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "edbed34b7016483e8d35c89358ff463a"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Generating trainSpider split:   0%|          | 0/8656 [00:00<?, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "f0c2a8434d2b410c90b458b9bf04a34f"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Generating devSpider split:   0%|          | 0/1034 [00:00<?, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "720b7ee7fcc340acb8e7f7d42dd0465f"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Generating testSpider split:   0%|          | 0/2147 [00:00<?, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "0b42239c8a764e9fa9a8816b5779bdf2"
            }
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ON-hPsEYM1Bu"
      },
      "source": [
        "# Load Base Model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "yEAZpfzlNOHW"
      },
      "outputs": [],
      "source": [
        "def download_checkpoint(adapter_model_id, checkpoint):\n",
        "\n",
        "\n",
        "    fs = HfFileSystem()\n",
        "    for file in fs.ls(f'{adapter_model_id}/{checkpoint}', detail=False):\n",
        "        file_name = file.split(checkpoint)[-1]\n",
        "\n",
        "        hf_hub_download(repo_id=adapter_model_id, filename=(f'{checkpoint}{file_name}'), local_dir='out')\n",
        "\n",
        "    for file in fs.ls(f'{adapter_model_id}/logs', detail=False):\n",
        "        file_name = file.split(checkpoint)[-1]\n",
        "\n",
        "        hf_hub_download(repo_id=adapter_model_id, filename=(f'logs/{file_name.split(\"/\")[-1]}'), local_dir='out')"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# download_checkpoint(out_name, prev_checkpoint)"
      ],
      "metadata": {
        "id": "enUxjGXEqHxg"
      },
      "execution_count": null,
      "outputs": []
    },
    {
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        "outputId": "bf3fada5-e99b-4fbf-85bb-24888593da98"
      },
      "outputs": [
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      ],
      "source": [
        "\n",
        "\n",
        "seed=14\n",
        "\n",
        "if (prev_checkpoint != None):\n",
        "    try:\n",
        "        download_checkpoint(out_name, prev_checkpoint)\n",
        "    except:\n",
        "        pass\n",
        "tokenizer = AutoTokenizer.from_pretrained(model_name, trust_remote_code=True, token=READ_TOKEN, map_device=\"auto\", add_eos_token=True, use_fast=True)\n",
        "\n",
        "if torch.cuda.is_bf16_supported():\n",
        "  compute_dtype = torch.bfloat16\n",
        "  attn_implementation = 'flash_attention_2'\n",
        "else:\n",
        "  compute_dtype = torch.float16\n",
        "  attn_implementation = 'sdpa'\n",
        "\n",
        "tokenizer.pad_token = tokenizer.eos_token\n",
        "tokenizer.padding_side = \"right\"\n",
        "\n",
        "\n",
        "bnb_config = BitsAndBytesConfig(\n",
        "    load_in_4bit=True,\n",
        "    # load_in_8bit=True,\n",
        "    bnb_4bit_quant_type=\"nf4\",\n",
        "    bnb_4bit_compute_dtype=compute_dtype,\n",
        "    bnb_4bit_use_double_quant=False,\n",
        ")\n",
        "\n",
        "model = AutoModelForCausalLM.from_pretrained(\n",
        "    model_name,\n",
        "    torch_dtype=compute_dtype,\n",
        "    device_map=\"auto\",\n",
        "    quantization_config=bnb_config,\n",
        "\n",
        "    trust_remote_code=True,\n",
        "    token=READ_TOKEN,\n",
        "    # attn_implementation=attn_implementation\n",
        ")\n",
        "\n",
        "# model.resize_token_embeddings(max(len(tokenizer), model.config.vocab_size))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "leGEqxURAL4r"
      },
      "source": [
        "#### Chat Template"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "aHGTJNq2AmUs"
      },
      "outputs": [],
      "source": [
        "def to_sql(query):\n",
        "  return sqlparse.format(query, reindent=True, keyword_case='upper')\n",
        "\n",
        "def replace_last_sql_content(text, new_content):\n",
        "    matches = list(re.finditer(r'```sql (.*?)```', text, re.DOTALL))\n",
        "    if not matches:\n",
        "        return text\n",
        "\n",
        "    last_match = matches[-1]\n",
        "\n",
        "    start, end = last_match.span(1)\n",
        "    return text[:start] + new_content + text[end:]\n",
        "\n",
        "# def apply_template(row, tokenizer=tokenizer, n_examplea=0):\n",
        "#     question = row['question_en']\n",
        "#     schema = row['schema_llm']\n",
        "#     sql = to_sql(row['query_llm'])\n",
        "\n",
        "#     system = \"Given a user question and the schema of a database, your task is to generate an SQL query that accurately answers the question based on the provided schema.\"\n",
        "\n",
        "\n",
        "#     chat = [{'role': 'user', 'content': f\"# System:\\n{system}\\n\\n# Schema:\\n```sql\\n{schema}\\n```\\n\\n# Question: {question}\"},\n",
        "#             {'role': 'assistant', 'content': f\"```sql\\n{sql}\\n```\"}\n",
        "#             ]\n",
        "\n",
        "#     row['text'] = tokenizer.apply_chat_template(chat, tokenize=False, add_generation_prompt=False)\n",
        "\n",
        "#     return row\n",
        "\n",
        "def apply_template(row, tokenizer=tokenizer, n_examplea=0):\n",
        "    question = row['question_en']\n",
        "    schema = row['schema_llm_t']\n",
        "    schema_linking = to_sql(row['selector_correct'])\n",
        "\n",
        "    system = \"Given a user question and the schema of a database, your task is to generate an JSON with the the names of tables and columns of the schema that the question is referring to.\"\n",
        "\n",
        "    chat = [{'role': 'user', 'content': f\"# System:\\n{system}\\n\\n# Schema:\\n```sql\\n{schema}\\n```\\n\\n# Question: {question}\"},\n",
        "            {'role': 'assistant', 'content': f\"```json\\n{schema_linking}\\n```\"}\n",
        "            ]\n",
        "\n",
        "    row['text'] = tokenizer.apply_chat_template(chat, tokenize=False, add_generation_prompt=False)\n",
        "\n",
        "    return row"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# spider_chain = json.load(open(\"/content/drive/Shareddrives/LLMs/Datasets/spider/spider_chain.json\", \"r\"))\n",
        "# bird_chain = json.load(open(\"/content/drive/Shareddrives/LLMs/Datasets/bird/bird_chain.json\", \"r\"))"
      ],
      "metadata": {
        "id": "QlA1kMj83Vql"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# df['chain'] = spider_chain + bird_chain"
      ],
      "metadata": {
        "id": "pCcD4TiC3rpb"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "yvcMZAL3E3TB"
      },
      "outputs": [],
      "source": [
        "df = df.apply(apply_template, axis=1)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 539
        },
        "id": "rQ0KUl2w58K9",
        "outputId": "664b4e86-fe9f-45ee-bd2b-ea021a31b08f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                   db_id                                             schema  \\\n",
              "0  department_management  \\nCREATE TABLE department (\\n\\t\"Department_ID\"...   \n",
              "1  department_management  \\nCREATE TABLE department (\\n\\t\"Department_ID\"...   \n",
              "2  department_management  \\nCREATE TABLE department (\\n\\t\"Department_ID\"...   \n",
              "3  department_management  \\nCREATE TABLE department (\\n\\t\"Department_ID\"...   \n",
              "4  department_management  \\nCREATE TABLE department (\\n\\t\"Department_ID\"...   \n",
              "\n",
              "                                         question_en hardness  \\\n",
              "0  How many heads of the departments are older th...     easy   \n",
              "1  List the name, born state and age of the heads...   medium   \n",
              "2  List the creation year, name and budget of eac...   medium   \n",
              "3  What are the maximum and minimum budget of the...   medium   \n",
              "4  What is the average number of employees of the...     easy   \n",
              "\n",
              "                                          schema_llm  \\\n",
              "0  Table department (\\n    department.Department_...   \n",
              "1  Table department (\\n    department.Department_...   \n",
              "2  Table department (\\n    department.Department_...   \n",
              "3  Table department (\\n    department.Department_...   \n",
              "4  Table department (\\n    department.Department_...   \n",
              "\n",
              "                                           query_llm  \\\n",
              "0         SELECT count(*) FROM head WHERE age  >  56   \n",
              "1  SELECT name ,  born_state ,  age FROM head ORD...   \n",
              "2  SELECT creation ,  name ,  budget_in_billions ...   \n",
              "3  SELECT max(budget_in_billions) ,  min(budget_i...   \n",
              "4  SELECT avg(num_employees) FROM department WHER...   \n",
              "\n",
              "                                            selector  \\\n",
              "0                 {\\n  'head': ['head_id', 'age']\\n}   \n",
              "1  {\\n  'head': ['head_id', 'name', 'born_state',...   \n",
              "2  {\\n  'department': ['department_id', 'name', '...   \n",
              "3  {\\n  'department': ['department_id', 'budget_i...   \n",
              "4  {\\n  'department': ['department_id', 'ranking'...   \n",
              "\n",
              "                                       schema_llm_ct  \\\n",
              "0  CREATE TABLE department (\\n    department.Depa...   \n",
              "1  CREATE TABLE department (\\n    department.Depa...   \n",
              "2  CREATE TABLE department (\\n    department.Depa...   \n",
              "3  CREATE TABLE department (\\n    department.Depa...   \n",
              "4  CREATE TABLE department (\\n    department.Depa...   \n",
              "\n",
              "                              schema_llm_columns_min  \\\n",
              "0  Table department (\\n    department.department_...   \n",
              "1  Table department (\\n    department.department_...   \n",
              "2  Table department (\\n    department.department_...   \n",
              "3  Table department (\\n    department.department_...   \n",
              "4  Table department (\\n    department.department_...   \n",
              "\n",
              "                           schema_llm_columns_min_ct  \\\n",
              "0  CREATE TABLE department (\\n    department.depa...   \n",
              "1  CREATE TABLE department (\\n    department.depa...   \n",
              "2  CREATE TABLE department (\\n    department.depa...   \n",
              "3  CREATE TABLE department (\\n    department.depa...   \n",
              "4  CREATE TABLE department (\\n    department.depa...   \n",
              "\n",
              "                                  schema_llm_all_min  \\\n",
              "0  Table department (\\n    department.department_...   \n",
              "1  Table department (\\n    department.department_...   \n",
              "2  Table department (\\n    department.department_...   \n",
              "3  Table department (\\n    department.department_...   \n",
              "4  Table department (\\n    department.department_...   \n",
              "\n",
              "                               schema_llm_all_min_ct  \\\n",
              "0  CREATE TABLE department (\\n    department.depa...   \n",
              "1  CREATE TABLE department (\\n    department.depa...   \n",
              "2  CREATE TABLE department (\\n    department.depa...   \n",
              "3  CREATE TABLE department (\\n    department.depa...   \n",
              "4  CREATE TABLE department (\\n    department.depa...   \n",
              "\n",
              "                                         schema_dict  \\\n",
              "0  {\\n  'department': ['Department_ID', 'Name', '...   \n",
              "1  {\\n  'department': ['Department_ID', 'Name', '...   \n",
              "2  {\\n  'department': ['Department_ID', 'Name', '...   \n",
              "3  {\\n  'department': ['Department_ID', 'Name', '...   \n",
              "4  {\\n  'department': ['Department_ID', 'Name', '...   \n",
              "\n",
              "                                    selector_correct  \\\n",
              "0                 {\\n  'head': ['head_ID', 'age']\\n}   \n",
              "1  {\\n  'head': ['head_ID', 'name', 'born_state',...   \n",
              "2  {\\n  'department': ['Department_ID', 'Name', '...   \n",
              "3  {\\n  'department': ['Department_ID', 'Budget_i...   \n",
              "4  {\\n  'department': ['Department_ID', 'Ranking'...   \n",
              "\n",
              "                                        schema_llm_t  \\\n",
              "0  TABLE department (\\n    department.Department_...   \n",
              "1  TABLE department (\\n    department.Department_...   \n",
              "2  TABLE department (\\n    department.Department_...   \n",
              "3  TABLE department (\\n    department.Department_...   \n",
              "4  TABLE department (\\n    department.Department_...   \n",
              "\n",
              "                            schema_llm_columns_min_t  \\\n",
              "0  TABLE department (\\n    department.department_...   \n",
              "1  TABLE department (\\n    department.department_...   \n",
              "2  TABLE department (\\n    department.department_...   \n",
              "3  TABLE department (\\n    department.department_...   \n",
              "4  TABLE department (\\n    department.department_...   \n",
              "\n",
              "                                schema_llm_all_min_t  \\\n",
              "0  TABLE department (\\n    department.department_...   \n",
              "1  TABLE department (\\n    department.department_...   \n",
              "2  TABLE department (\\n    department.department_...   \n",
              "3  TABLE department (\\n    department.department_...   \n",
              "4  TABLE department (\\n    department.department_...   \n",
              "\n",
              "                                                text  \n",
              "0  <|begin_of_text|><|start_header_id|>system<|en...  \n",
              "1  <|begin_of_text|><|start_header_id|>system<|en...  \n",
              "2  <|begin_of_text|><|start_header_id|>system<|en...  \n",
              "3  <|begin_of_text|><|start_header_id|>system<|en...  \n",
              "4  <|begin_of_text|><|start_header_id|>system<|en...  "
            ],
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              "\n",
              "  <div id=\"df-fc1ac9be-b5a7-4c60-b649-d00932a0aafb\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "  <thead>\n",
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              "      <th></th>\n",
              "      <th>db_id</th>\n",
              "      <th>schema</th>\n",
              "      <th>question_en</th>\n",
              "      <th>hardness</th>\n",
              "      <th>schema_llm</th>\n",
              "      <th>query_llm</th>\n",
              "      <th>selector</th>\n",
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              "      <th>schema_llm_columns_min_ct</th>\n",
              "      <th>schema_llm_all_min</th>\n",
              "      <th>schema_llm_all_min_ct</th>\n",
              "      <th>schema_dict</th>\n",
              "      <th>selector_correct</th>\n",
              "      <th>schema_llm_t</th>\n",
              "      <th>schema_llm_columns_min_t</th>\n",
              "      <th>schema_llm_all_min_t</th>\n",
              "      <th>text</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>department_management</td>\n",
              "      <td>\\nCREATE TABLE department (\\n\\t\"Department_ID\"...</td>\n",
              "      <td>How many heads of the departments are older th...</td>\n",
              "      <td>easy</td>\n",
              "      <td>Table department (\\n    department.Department_...</td>\n",
              "      <td>SELECT count(*) FROM head WHERE age  &gt;  56</td>\n",
              "      <td>{\\n  'head': ['head_id', 'age']\\n}</td>\n",
              "      <td>CREATE TABLE department (\\n    department.Depa...</td>\n",
              "      <td>Table department (\\n    department.department_...</td>\n",
              "      <td>CREATE TABLE department (\\n    department.depa...</td>\n",
              "      <td>Table department (\\n    department.department_...</td>\n",
              "      <td>CREATE TABLE department (\\n    department.depa...</td>\n",
              "      <td>{\\n  'department': ['Department_ID', 'Name', '...</td>\n",
              "      <td>{\\n  'head': ['head_ID', 'age']\\n}</td>\n",
              "      <td>TABLE department (\\n    department.Department_...</td>\n",
              "      <td>TABLE department (\\n    department.department_...</td>\n",
              "      <td>TABLE department (\\n    department.department_...</td>\n",
              "      <td>&lt;|begin_of_text|&gt;&lt;|start_header_id|&gt;system&lt;|en...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>department_management</td>\n",
              "      <td>\\nCREATE TABLE department (\\n\\t\"Department_ID\"...</td>\n",
              "      <td>List the name, born state and age of the heads...</td>\n",
              "      <td>medium</td>\n",
              "      <td>Table department (\\n    department.Department_...</td>\n",
              "      <td>SELECT name ,  born_state ,  age FROM head ORD...</td>\n",
              "      <td>{\\n  'head': ['head_id', 'name', 'born_state',...</td>\n",
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              "      <td>CREATE TABLE department (\\n    department.depa...</td>\n",
              "      <td>Table department (\\n    department.department_...</td>\n",
              "      <td>CREATE TABLE department (\\n    department.depa...</td>\n",
              "      <td>{\\n  'department': ['Department_ID', 'Name', '...</td>\n",
              "      <td>{\\n  'head': ['head_ID', 'name', 'born_state',...</td>\n",
              "      <td>TABLE department (\\n    department.Department_...</td>\n",
              "      <td>TABLE department (\\n    department.department_...</td>\n",
              "      <td>TABLE department (\\n    department.department_...</td>\n",
              "      <td>&lt;|begin_of_text|&gt;&lt;|start_header_id|&gt;system&lt;|en...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>department_management</td>\n",
              "      <td>\\nCREATE TABLE department (\\n\\t\"Department_ID\"...</td>\n",
              "      <td>List the creation year, name and budget of eac...</td>\n",
              "      <td>medium</td>\n",
              "      <td>Table department (\\n    department.Department_...</td>\n",
              "      <td>SELECT creation ,  name ,  budget_in_billions ...</td>\n",
              "      <td>{\\n  'department': ['department_id', 'name', '...</td>\n",
              "      <td>CREATE TABLE department (\\n    department.Depa...</td>\n",
              "      <td>Table department (\\n    department.department_...</td>\n",
              "      <td>CREATE TABLE department (\\n    department.depa...</td>\n",
              "      <td>Table department (\\n    department.department_...</td>\n",
              "      <td>CREATE TABLE department (\\n    department.depa...</td>\n",
              "      <td>{\\n  'department': ['Department_ID', 'Name', '...</td>\n",
              "      <td>{\\n  'department': ['Department_ID', 'Name', '...</td>\n",
              "      <td>TABLE department (\\n    department.Department_...</td>\n",
              "      <td>TABLE department (\\n    department.department_...</td>\n",
              "      <td>TABLE department (\\n    department.department_...</td>\n",
              "      <td>&lt;|begin_of_text|&gt;&lt;|start_header_id|&gt;system&lt;|en...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>department_management</td>\n",
              "      <td>\\nCREATE TABLE department (\\n\\t\"Department_ID\"...</td>\n",
              "      <td>What are the maximum and minimum budget of the...</td>\n",
              "      <td>medium</td>\n",
              "      <td>Table department (\\n    department.Department_...</td>\n",
              "      <td>SELECT max(budget_in_billions) ,  min(budget_i...</td>\n",
              "      <td>{\\n  'department': ['department_id', 'budget_i...</td>\n",
              "      <td>CREATE TABLE department (\\n    department.Depa...</td>\n",
              "      <td>Table department (\\n    department.department_...</td>\n",
              "      <td>CREATE TABLE department (\\n    department.depa...</td>\n",
              "      <td>Table department (\\n    department.department_...</td>\n",
              "      <td>CREATE TABLE department (\\n    department.depa...</td>\n",
              "      <td>{\\n  'department': ['Department_ID', 'Name', '...</td>\n",
              "      <td>{\\n  'department': ['Department_ID', 'Budget_i...</td>\n",
              "      <td>TABLE department (\\n    department.Department_...</td>\n",
              "      <td>TABLE department (\\n    department.department_...</td>\n",
              "      <td>TABLE department (\\n    department.department_...</td>\n",
              "      <td>&lt;|begin_of_text|&gt;&lt;|start_header_id|&gt;system&lt;|en...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>department_management</td>\n",
              "      <td>\\nCREATE TABLE department (\\n\\t\"Department_ID\"...</td>\n",
              "      <td>What is the average number of employees of the...</td>\n",
              "      <td>easy</td>\n",
              "      <td>Table department (\\n    department.Department_...</td>\n",
              "      <td>SELECT avg(num_employees) FROM department WHER...</td>\n",
              "      <td>{\\n  'department': ['department_id', 'ranking'...</td>\n",
              "      <td>CREATE TABLE department (\\n    department.Depa...</td>\n",
              "      <td>Table department (\\n    department.department_...</td>\n",
              "      <td>CREATE TABLE department (\\n    department.depa...</td>\n",
              "      <td>Table department (\\n    department.department_...</td>\n",
              "      <td>CREATE TABLE department (\\n    department.depa...</td>\n",
              "      <td>{\\n  'department': ['Department_ID', 'Name', '...</td>\n",
              "      <td>{\\n  'department': ['Department_ID', 'Ranking'...</td>\n",
              "      <td>TABLE department (\\n    department.Department_...</td>\n",
              "      <td>TABLE department (\\n    department.department_...</td>\n",
              "      <td>TABLE department (\\n    department.department_...</td>\n",
              "      <td>&lt;|begin_of_text|&gt;&lt;|start_header_id|&gt;system&lt;|en...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-fc1ac9be-b5a7-4c60-b649-d00932a0aafb')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
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              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
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              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-fc1ac9be-b5a7-4c60-b649-d00932a0aafb button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-fc1ac9be-b5a7-4c60-b649-d00932a0aafb');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
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              "\n",
              "\n",
              "<div id=\"df-1e2d4499-63cf-4aae-9761-7fe9b2b7efbe\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-1e2d4499-63cf-4aae-9761-7fe9b2b7efbe')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
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              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
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              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-1e2d4499-63cf-4aae-9761-7fe9b2b7efbe button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "df",
              "summary": "{\n  \"name\": \"df\",\n  \"rows\": 8656,\n  \"fields\": [\n    {\n      \"column\": \"db_id\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 146,\n        \"samples\": [\n          \"gas_company\",\n          \"customers_campaigns_ecommerce\",\n          \"performance_attendance\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"schema\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 146,\n        \"samples\": [\n          \"\\nCREATE TABLE company (\\n\\t\\\"Company_ID\\\" INTEGER, \\n\\t\\\"Rank\\\" INTEGER, \\n\\t\\\"Company\\\" TEXT, \\n\\t\\\"Headquarters\\\" TEXT, \\n\\t\\\"Main_Industry\\\" TEXT, \\n\\t\\\"Sales_billion\\\" REAL, \\n\\t\\\"Profits_billion\\\" REAL, \\n\\t\\\"Assets_billion\\\" REAL, \\n\\t\\\"Market_Value\\\" REAL, \\n\\tPRIMARY KEY (\\\"Company_ID\\\")\\n)\\n\\n\\nCREATE TABLE gas_station (\\n\\t\\\"Station_ID\\\" INTEGER, \\n\\t\\\"Open_Year\\\" INTEGER, \\n\\t\\\"Location\\\" TEXT, \\n\\t\\\"Manager_Name\\\" TEXT, \\n\\t\\\"Vice_Manager_Name\\\" TEXT, \\n\\t\\\"Representative_Name\\\" TEXT, \\n\\tPRIMARY KEY (\\\"Station_ID\\\")\\n)\\n\\n\\nCREATE TABLE station_company (\\n\\t\\\"Station_ID\\\" INTEGER, \\n\\t\\\"Company_ID\\\" INTEGER, \\n\\t\\\"Rank_of_the_Year\\\" INTEGER, \\n\\tPRIMARY KEY (\\\"Station_ID\\\", \\\"Company_ID\\\"), \\n\\tFOREIGN KEY(\\\"Company_ID\\\") REFERENCES company (\\\"Company_ID\\\"), \\n\\tFOREIGN KEY(\\\"Station_ID\\\") REFERENCES gas_station (\\\"Station_ID\\\")\\n)\",\n          \"\\nCREATE TABLE \\\"Customer_Addresses\\\" (\\n\\tcustomer_id INTEGER NOT NULL, \\n\\tpremise_id INTEGER NOT NULL, \\n\\tdate_address_from DATETIME NOT NULL, \\n\\taddress_type_code VARCHAR(15) NOT NULL, \\n\\tdate_address_to DATETIME, \\n\\tFOREIGN KEY(customer_id) REFERENCES \\\"Customers\\\" (customer_id), \\n\\tFOREIGN KEY(premise_id) REFERENCES \\\"Premises\\\" (premise_id)\\n)\\n\\n\\nCREATE TABLE \\\"Customer_Orders\\\" (\\n\\torder_id INTEGER, \\n\\tcustomer_id INTEGER NOT NULL, \\n\\torder_status_code VARCHAR(15) NOT NULL, \\n\\tshipping_method_code VARCHAR(15) NOT NULL, \\n\\torder_placed_datetime DATETIME NOT NULL, \\n\\torder_delivered_datetime DATETIME, \\n\\torder_shipping_charges VARCHAR(255), \\n\\tPRIMARY KEY (order_id), \\n\\tFOREIGN KEY(customer_id) REFERENCES \\\"Customers\\\" (customer_id)\\n)\\n\\n\\nCREATE TABLE \\\"Customers\\\" (\\n\\tcustomer_id INTEGER, \\n\\tpayment_method VARCHAR(15) NOT NULL, \\n\\tcustomer_name VARCHAR(80), \\n\\tcustomer_phone VARCHAR(80), \\n\\tcustomer_email VARCHAR(80), \\n\\tcustomer_address VARCHAR(255), \\n\\tcustomer_login VARCHAR(80), \\n\\tcustomer_password VARCHAR(10), \\n\\tPRIMARY KEY (customer_id)\\n)\\n\\n\\nCREATE TABLE \\\"Mailshot_Campaigns\\\" (\\n\\tmailshot_id INTEGER, \\n\\tproduct_category VARCHAR(15), \\n\\tmailshot_name VARCHAR(80), \\n\\tmailshot_start_date DATETIME, \\n\\tmailshot_end_date DATETIME, \\n\\tPRIMARY KEY (mailshot_id)\\n)\\n\\n\\nCREATE TABLE \\\"Mailshot_Customers\\\" (\\n\\tmailshot_id INTEGER NOT NULL, \\n\\tcustomer_id INTEGER NOT NULL, \\n\\toutcome_code VARCHAR(15) NOT NULL, \\n\\tmailshot_customer_date DATETIME, \\n\\tFOREIGN KEY(mailshot_id) REFERENCES \\\"Mailshot_Campaigns\\\" (mailshot_id), \\n\\tFOREIGN KEY(customer_id) REFERENCES \\\"Customers\\\" (customer_id)\\n)\\n\\n\\nCREATE TABLE \\\"Order_Items\\\" (\\n\\titem_id INTEGER NOT NULL, \\n\\torder_item_status_code VARCHAR(15) NOT NULL, \\n\\torder_id INTEGER NOT NULL, \\n\\tproduct_id INTEGER NOT NULL, \\n\\titem_status_code VARCHAR(15), \\n\\titem_delivered_datetime DATETIME, \\n\\titem_order_quantity VARCHAR(80), \\n\\tFOREIGN KEY(order_id) REFERENCES \\\"Customer_Orders\\\" (order_id), \\n\\tFOREIGN KEY(product_id) REFERENCES \\\"Products\\\" (product_id)\\n)\\n\\n\\nCREATE TABLE \\\"Premises\\\" (\\n\\tpremise_id INTEGER, \\n\\tpremises_type VARCHAR(15) NOT NULL, \\n\\tpremise_details VARCHAR(255), \\n\\tPRIMARY KEY (premise_id)\\n)\\n\\n\\nCREATE TABLE \\\"Products\\\" (\\n\\tproduct_id INTEGER, \\n\\tproduct_category VARCHAR(15) NOT NULL, \\n\\tproduct_name VARCHAR(80), \\n\\tPRIMARY KEY (product_id)\\n)\",\n          \"\\nCREATE TABLE member (\\n\\t\\\"Member_ID\\\" TEXT, \\n\\t\\\"Name\\\" TEXT, \\n\\t\\\"Nationality\\\" TEXT, \\n\\t\\\"Role\\\" TEXT, \\n\\tPRIMARY KEY (\\\"Member_ID\\\")\\n)\\n\\n\\nCREATE TABLE member_attendance (\\n\\t\\\"Member_ID\\\" INTEGER, \\n\\t\\\"Performance_ID\\\" INTEGER, \\n\\t\\\"Num_of_Pieces\\\" INTEGER, \\n\\tPRIMARY KEY (\\\"Member_ID\\\", \\\"Performance_ID\\\"), \\n\\tFOREIGN KEY(\\\"Performance_ID\\\") REFERENCES performance (\\\"Performance_ID\\\"), \\n\\tFOREIGN KEY(\\\"Member_ID\\\") REFERENCES member (\\\"Member_ID\\\")\\n)\\n\\n\\nCREATE TABLE performance (\\n\\t\\\"Performance_ID\\\" REAL, \\n\\t\\\"Date\\\" TEXT, \\n\\t\\\"Host\\\" TEXT, \\n\\t\\\"Location\\\" TEXT, \\n\\t\\\"Attendance\\\" INTEGER, \\n\\tPRIMARY KEY (\\\"Performance_ID\\\")\\n)\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"question_en\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 8618,\n        \"samples\": [\n          \"What are the names of courses without prerequisites?\",\n          \"Return the investor who have invested in the greatest number of entrepreneurs.\",\n          \"Which customers have ever canceled the purchase of the product \\\"food\\\" (the item status is \\\"Cancel\\\")?\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"hardness\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 4,\n        \"samples\": [\n          \"medium\",\n          \"extra\",\n          \"easy\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"schema_llm\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 146,\n        \"samples\": [\n          \"Table company (\\n    company.Company_ID (INT),\\n    company.Rank (INT),\\n    company.Company (TEXT),\\n    company.Headquarters (TEXT),\\n    company.Main_Industry (TEXT),\\n    company.Sales_billion (REAL),\\n    company.Profits_billion (REAL),\\n    company.Assets_billion (REAL),\\n    company.Market_Value (REAL),\\n)\\n\\nTable gas_station (\\n    gas_station.Station_ID (INT),\\n    gas_station.Open_Year (INT),\\n    gas_station.Location (TEXT),\\n    gas_station.Manager_Name (TEXT),\\n    gas_station.Vice_Manager_Name (TEXT),\\n    gas_station.Representative_Name (TEXT),\\n)\\n\\nTable station_company (\\n    station_company.Station_ID (INT),\\n    station_company.Company_ID (INT),\\n    station_company.Rank_of_the_Year (INT),\\n)\\n\\n\\nPossible JOINs:\\n\\nstation_company.Station_ID = gas_station.Station_ID\\nstation_company.Company_ID = company.Company_ID\\n\",\n          \"Table Customer_Addresses (\\n    Customer_Addresses.customer_id (INTEGER),\\n    Customer_Addresses.premise_id (INTEGER),\\n    Customer_Addresses.date_address_from (DATETIME),\\n    Customer_Addresses.address_type_code (VARCHAR(15)),\\n    Customer_Addresses.date_address_to (DATETIME),\\n)\\n\\nTable Customer_Orders (\\n    Customer_Orders.order_id (INTEGER),\\n    Customer_Orders.customer_id (INTEGER),\\n    Customer_Orders.order_status_code (VARCHAR(15)),\\n    Customer_Orders.shipping_method_code (VARCHAR(15)),\\n    Customer_Orders.order_placed_datetime (DATETIME),\\n    Customer_Orders.order_delivered_datetime (DATETIME),\\n    Customer_Orders.order_shipping_charges (VARCHAR(255)),\\n)\\n\\nTable Customers (\\n    Customers.customer_id (INTEGER),\\n    Customers.payment_method (VARCHAR(15)),\\n    Customers.customer_name (VARCHAR(80)),\\n    Customers.customer_phone (VARCHAR(80)),\\n    Customers.customer_email (VARCHAR(80)),\\n    Customers.customer_address (VARCHAR(255)),\\n    Customers.customer_login (VARCHAR(80)),\\n    Customers.customer_password (VARCHAR(10)),\\n)\\n\\nTable Mailshot_Campaigns (\\n    Mailshot_Campaigns.mailshot_id (INTEGER),\\n    Mailshot_Campaigns.product_category (VARCHAR(15)),\\n    Mailshot_Campaigns.mailshot_name (VARCHAR(80)),\\n    Mailshot_Campaigns.mailshot_start_date (DATETIME),\\n    Mailshot_Campaigns.mailshot_end_date (DATETIME),\\n)\\n\\nTable Mailshot_Customers (\\n    Mailshot_Customers.mailshot_id (INTEGER),\\n    Mailshot_Customers.customer_id (INTEGER),\\n    Mailshot_Customers.outcome_code (VARCHAR(15)),\\n    Mailshot_Customers.mailshot_customer_date (DATETIME),\\n)\\n\\nTable Order_Items (\\n    Order_Items.item_id (INTEGER),\\n    Order_Items.order_item_status_code (VARCHAR(15)),\\n    Order_Items.order_id (INTEGER),\\n    Order_Items.product_id (INTEGER),\\n    Order_Items.item_status_code (VARCHAR(15)),\\n    Order_Items.item_delivered_datetime (DATETIME),\\n    Order_Items.item_order_quantity (VARCHAR(80)),\\n)\\n\\nTable Premises (\\n    Premises.premise_id (INTEGER),\\n    Premises.premises_type (VARCHAR(15)),\\n    Premises.premise_details (VARCHAR(255)),\\n)\\n\\nTable Products (\\n    Products.product_id (INTEGER),\\n    Products.product_category (VARCHAR(15)),\\n    Products.product_name (VARCHAR(80)),\\n)\\n\\n\\nPossible JOINs:\\n\\nCustomer_Addresses.customer_id = Customers.customer_id\\nCustomer_Addresses.premise_id = Premises.premise_id\\n\\nCustomer_Orders.customer_id = Customers.customer_id\\n\\nMailshot_Customers.mailshot_id = Mailshot_Campaigns.mailshot_id\\nMailshot_Customers.customer_id = Customers.customer_id\\n\\nOrder_Items.order_id = Customer_Orders.order_id\\nOrder_Items.product_id = Products.product_id\\n\",\n          \"Table member (\\n    member.Member_ID (TEXT),\\n    member.Name (TEXT),\\n    member.Nationality (TEXT),\\n    member.Role (TEXT),\\n)\\n\\nTable member_attendance (\\n    member_attendance.Member_ID (INT),\\n    member_attendance.Performance_ID (INT),\\n    member_attendance.Num_of_Pieces (INT),\\n)\\n\\nTable performance (\\n    performance.Performance_ID (REAL),\\n    performance.Date (TEXT),\\n    performance.Host (TEXT),\\n    performance.Location (TEXT),\\n    performance.Attendance (INT),\\n)\\n\\n\\nPossible JOINs:\\n\\nmember_attendance.Member_ID = member.Member_ID\\nmember_attendance.Performance_ID = performance.Performance_ID\\n\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"query_llm\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4712,\n        \"samples\": [\n          \"SELECT manager_name FROM gas_station WHERE open_year  >  2000 GROUP BY manager_name ORDER BY count(*) DESC LIMIT 1\",\n          \"SELECT lname FROM authors WHERE fname  =  \\\"Amal\\\"\",\n          \"SELECT * FROM swimmer\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"selector\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 3358,\n        \"samples\": [\n          \"{\\n  'rating': ['mid', 'stars'],\\n  'movie': ['mid', 'title', 'director']\\n}\",\n          \"{\\n  'player': ['birth_country', 'bats']\\n}\",\n          \"{\\n  'bank': ['branch_id', 'city']\\n}\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"schema_llm_ct\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 147,\n        \"samples\": [\n          \"CREATE TABLE country (\\n    country.Country_ID (INT),\\n    country.Name (TEXT),\\n    country.Population (INT),\\n    country.Area (INT),\\n    country.Languages (TEXT),\\n)\\n\\nCREATE TABLE roller_coaster (\\n    roller_coaster.Roller_Coaster_ID (INT),\\n    roller_coaster.Name (TEXT),\\n    roller_coaster.Park (TEXT),\\n    roller_coaster.Country_ID (INT),\\n    roller_coaster.Length (REAL),\\n    roller_coaster.Height (REAL),\\n    roller_coaster.Speed (TEXT),\\n    roller_coaster.Opened (TEXT),\\n    roller_coaster.Status (TEXT),\\n)\\n\\n\\nPossible JOINs:\\n\\nroller_coaster.Country_ID = country.Country_ID\\n\",\n          \"CREATE TABLE circuits (\\n    circuits.circuitId (INTEGER),\\n    circuits.circuitRef (TEXT),\\n    circuits.name (TEXT),\\n    circuits.location (TEXT),\\n    circuits.country (TEXT),\\n    circuits.lat (REAL),\\n    circuits.lng (REAL),\\n    circuits.alt (TEXT),\\n    circuits.url (TEXT),\\n)\\n\\nCREATE TABLE constructorResults (\\n    constructorResults.constructorResultsId (INTEGER),\\n    constructorResults.raceId (INTEGER),\\n    constructorResults.constructorId (INTEGER),\\n    constructorResults.points (REAL),\\n    constructorResults.status (TEXT),\\n)\\n\\nCREATE TABLE constructorStandings (\\n    constructorStandings.constructorStandingsId (INTEGER),\\n    constructorStandings.raceId (INTEGER),\\n    constructorStandings.constructorId (INTEGER),\\n    constructorStandings.points (REAL),\\n    constructorStandings.position (INTEGER),\\n    constructorStandings.positionText (TEXT),\\n    constructorStandings.wins (INTEGER),\\n)\\n\\nCREATE TABLE constructors (\\n    constructors.constructorId (INTEGER),\\n    constructors.constructorRef (TEXT),\\n    constructors.name (TEXT),\\n    constructors.nationality (TEXT),\\n    constructors.url (TEXT),\\n)\\n\\nCREATE TABLE driverStandings (\\n    driverStandings.driverStandingsId (INTEGER),\\n    driverStandings.raceId (INTEGER),\\n    driverStandings.driverId (INTEGER),\\n    driverStandings.points (REAL),\\n    driverStandings.position (INTEGER),\\n    driverStandings.positionText (TEXT),\\n    driverStandings.wins (INTEGER),\\n)\\n\\nCREATE TABLE drivers (\\n    drivers.driverId (INTEGER),\\n    drivers.driverRef (TEXT),\\n    drivers.number (TEXT),\\n    drivers.code (TEXT),\\n    drivers.forename (TEXT),\\n    drivers.surname (TEXT),\\n    drivers.dob (TEXT),\\n    drivers.nationality (TEXT),\\n    drivers.url (TEXT),\\n)\\n\\nCREATE TABLE lapTimes (\\n    lapTimes.raceId (INTEGER),\\n    lapTimes.driverId (INTEGER),\\n    lapTimes.lap (INTEGER),\\n    lapTimes.position (INTEGER),\\n    lapTimes.time (TEXT),\\n    lapTimes.milliseconds (INTEGER),\\n)\\n\\nCREATE TABLE pitStops (\\n    pitStops.raceId (INTEGER),\\n    pitStops.driverId (INTEGER),\\n    pitStops.stop (INTEGER),\\n    pitStops.lap (INTEGER),\\n    pitStops.time (TEXT),\\n    pitStops.duration (TEXT),\\n    pitStops.milliseconds (INTEGER),\\n)\\n\\nCREATE TABLE qualifying (\\n    qualifying.qualifyId (INTEGER),\\n    qualifying.raceId (INTEGER),\\n    qualifying.driverId (INTEGER),\\n    qualifying.constructorId (INTEGER),\\n    qualifying.number (INTEGER),\\n    qualifying.position (INTEGER),\\n    qualifying.q1 (TEXT),\\n    qualifying.q2 (TEXT),\\n    qualifying.q3 (TEXT),\\n)\\n\\nCREATE TABLE races (\\n    races.raceId (INTEGER),\\n    races.year (INTEGER),\\n    races.round (INTEGER),\\n    races.circuitId (INTEGER),\\n    races.name (TEXT),\\n    races.date (TEXT),\\n    races.time (TEXT),\\n    races.url (TEXT),\\n)\\n\\nCREATE TABLE results (\\n    results.resultId (INTEGER),\\n    results.raceId (INTEGER),\\n    results.driverId (INTEGER),\\n    results.constructorId (INTEGER),\\n    results.number (INTEGER),\\n    results.grid (INTEGER),\\n    results.position (TEXT),\\n    results.positionText (TEXT),\\n    results.positionOrder (INTEGER),\\n    results.points (REAL),\\n    results.laps (TEXT),\\n    results.time (TEXT),\\n    results.milliseconds (TEXT),\\n    results.fastestLap (TEXT),\\n    results.rank (TEXT),\\n    results.fastestLapTime (TEXT),\\n    results.fastestLapSpeed (TEXT),\\n    results.statusId (INTEGER),\\n)\\n\\nCREATE TABLE seasons (\\n    seasons.year (INTEGER),\\n    seasons.url (TEXT),\\n)\\n\\nCREATE TABLE status (\\n    status.statusId (INTEGER),\\n    status.status (TEXT),\\n)\\n\\n\\nPossible JOINs:\\n\\nconstructorResults.raceId = races.raceId\\nconstructorResults.constructorId = constructors.constructorId\\n\\nconstructorStandings.raceId = races.raceId\\nconstructorStandings.constructorId = constructors.constructorId\\n\\ndriverStandings.raceId = races.raceId\\ndriverStandings.driverId = drivers.driverId\\n\\nlapTimes.raceId = races.raceId\\nlapTimes.driverId = drivers.driverId\\n\\npitStops.raceId = races.raceId\\npitStops.driverId = drivers.driverId\\n\\nqualifying.raceId = races.raceId\\nqualifying.driverId = drivers.driverId\\nqualifying.constructorId = constructors.constructorId\\n\\nraces.circuitId = circuits.circuitId\\n\\nresults.raceId = races.raceId\\nresults.driverId = drivers.driverId\\nresults.constructorId = constructors.constructorId\\n\",\n          \"CREATE TABLE Customers (\\n    Customers.customer_id (INTEGER),\\n    Customers.customer_name (VARCHAR(80)),\\n    Customers.customer_details (VARCHAR(255)),\\n)\\n\\nCREATE TABLE Invoices (\\n    Invoices.invoice_number (INTEGER),\\n    Invoices.invoice_date (DATETIME),\\n    Invoices.invoice_details (VARCHAR(255)),\\n)\\n\\nCREATE TABLE Order_Items (\\n    Order_Items.order_item_id (INTEGER),\\n    Order_Items.product_id (INTEGER),\\n    Order_Items.order_id (INTEGER),\\n    Order_Items.order_item_status (VARCHAR(10)),\\n    Order_Items.order_item_details (VARCHAR(255)),\\n)\\n\\nCREATE TABLE Orders (\\n    Orders.order_id (INTEGER),\\n    Orders.customer_id (INTEGER),\\n    Orders.order_status (VARCHAR(10)),\\n    Orders.date_order_placed (DATETIME),\\n    Orders.order_details (VARCHAR(255)),\\n)\\n\\nCREATE TABLE Products (\\n    Products.product_id (INTEGER),\\n    Products.product_name (VARCHAR(80)),\\n    Products.product_details (VARCHAR(255)),\\n)\\n\\nCREATE TABLE Shipment_Items (\\n    Shipment_Items.shipment_id (INTEGER),\\n    Shipment_Items.order_item_id (INTEGER),\\n)\\n\\nCREATE TABLE Shipments (\\n    Shipments.shipment_id (INTEGER),\\n    Shipments.order_id (INTEGER),\\n    Shipments.invoice_number (INTEGER),\\n    Shipments.shipment_tracking_number (VARCHAR(80)),\\n    Shipments.shipment_date (DATETIME),\\n    Shipments.other_shipment_details (VARCHAR(255)),\\n)\\n\\n\\nPossible JOINs:\\n\\nOrder_Items.product_id = Products.product_id\\nOrder_Items.order_id = Orders.order_id\\n\\nOrders.customer_id = Customers.customer_id\\n\\nShipment_Items.shipment_id = Shipments.shipment_id\\nShipment_Items.order_item_id = Order_Items.order_item_id\\n\\nShipments.order_id = Orders.order_id\\nShipments.invoice_number = Invoices.invoice_number\\n\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"schema_llm_columns_min\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 147,\n        \"samples\": [\n          \"Table country (\\n    country.country_id (INT),\\n    country.name (TEXT),\\n    country.population (INT),\\n    country.area (INT),\\n    country.languages (TEXT),\\n)\\n\\nTable roller_coaster (\\n    roller_coaster.roller_coaster_id (INT),\\n    roller_coaster.name (TEXT),\\n    roller_coaster.park (TEXT),\\n    roller_coaster.country_id (INT),\\n    roller_coaster.length (REAL),\\n    roller_coaster.height (REAL),\\n    roller_coaster.speed (TEXT),\\n    roller_coaster.opened (TEXT),\\n    roller_coaster.status (TEXT),\\n)\\n\\n\\nPossible JOINs:\\n\\nroller_coaster.country_id = country.country_id\\n\",\n          \"Table circuits (\\n    circuits.circuitid (INTEGER),\\n    circuits.circuitref (TEXT),\\n    circuits.name (TEXT),\\n    circuits.location (TEXT),\\n    circuits.country (TEXT),\\n    circuits.lat (REAL),\\n    circuits.lng (REAL),\\n    circuits.alt (TEXT),\\n    circuits.url (TEXT),\\n)\\n\\nTable constructorResults (\\n    constructorResults.constructorresultsid (INTEGER),\\n    constructorResults.raceid (INTEGER),\\n    constructorResults.constructorid (INTEGER),\\n    constructorResults.points (REAL),\\n    constructorResults.status (TEXT),\\n)\\n\\nTable constructorStandings (\\n    constructorStandings.constructorstandingsid (INTEGER),\\n    constructorStandings.raceid (INTEGER),\\n    constructorStandings.constructorid (INTEGER),\\n    constructorStandings.points (REAL),\\n    constructorStandings.position (INTEGER),\\n    constructorStandings.positiontext (TEXT),\\n    constructorStandings.wins (INTEGER),\\n)\\n\\nTable constructors (\\n    constructors.constructorid (INTEGER),\\n    constructors.constructorref (TEXT),\\n    constructors.name (TEXT),\\n    constructors.nationality (TEXT),\\n    constructors.url (TEXT),\\n)\\n\\nTable driverStandings (\\n    driverStandings.driverstandingsid (INTEGER),\\n    driverStandings.raceid (INTEGER),\\n    driverStandings.driverid (INTEGER),\\n    driverStandings.points (REAL),\\n    driverStandings.position (INTEGER),\\n    driverStandings.positiontext (TEXT),\\n    driverStandings.wins (INTEGER),\\n)\\n\\nTable drivers (\\n    drivers.driverid (INTEGER),\\n    drivers.driverref (TEXT),\\n    drivers.number (TEXT),\\n    drivers.code (TEXT),\\n    drivers.forename (TEXT),\\n    drivers.surname (TEXT),\\n    drivers.dob (TEXT),\\n    drivers.nationality (TEXT),\\n    drivers.url (TEXT),\\n)\\n\\nTable lapTimes (\\n    lapTimes.raceid (INTEGER),\\n    lapTimes.driverid (INTEGER),\\n    lapTimes.lap (INTEGER),\\n    lapTimes.position (INTEGER),\\n    lapTimes.time (TEXT),\\n    lapTimes.milliseconds (INTEGER),\\n)\\n\\nTable pitStops (\\n    pitStops.raceid (INTEGER),\\n    pitStops.driverid (INTEGER),\\n    pitStops.stop (INTEGER),\\n    pitStops.lap (INTEGER),\\n    pitStops.time (TEXT),\\n    pitStops.duration (TEXT),\\n    pitStops.milliseconds (INTEGER),\\n)\\n\\nTable qualifying (\\n    qualifying.qualifyid (INTEGER),\\n    qualifying.raceid (INTEGER),\\n    qualifying.driverid (INTEGER),\\n    qualifying.constructorid (INTEGER),\\n    qualifying.number (INTEGER),\\n    qualifying.position (INTEGER),\\n    qualifying.q1 (TEXT),\\n    qualifying.q2 (TEXT),\\n    qualifying.q3 (TEXT),\\n)\\n\\nTable races (\\n    races.raceid (INTEGER),\\n    races.year (INTEGER),\\n    races.round (INTEGER),\\n    races.circuitid (INTEGER),\\n    races.name (TEXT),\\n    races.date (TEXT),\\n    races.time (TEXT),\\n    races.url (TEXT),\\n)\\n\\nTable results (\\n    results.resultid (INTEGER),\\n    results.raceid (INTEGER),\\n    results.driverid (INTEGER),\\n    results.constructorid (INTEGER),\\n    results.number (INTEGER),\\n    results.grid (INTEGER),\\n    results.position (TEXT),\\n    results.positiontext (TEXT),\\n    results.positionorder (INTEGER),\\n    results.points (REAL),\\n    results.laps (TEXT),\\n    results.time (TEXT),\\n    results.milliseconds (TEXT),\\n    results.fastestlap (TEXT),\\n    results.rank (TEXT),\\n    results.fastestlaptime (TEXT),\\n    results.fastestlapspeed (TEXT),\\n    results.statusid (INTEGER),\\n)\\n\\nTable seasons (\\n    seasons.year (INTEGER),\\n    seasons.url (TEXT),\\n)\\n\\nTable status (\\n    status.statusid (INTEGER),\\n    status.status (TEXT),\\n)\\n\\n\\nPossible JOINs:\\n\\nconstructorResults.raceid = races.raceid\\nconstructorResults.constructorid = constructors.constructorid\\n\\nconstructorStandings.raceid = races.raceid\\nconstructorStandings.constructorid = constructors.constructorid\\n\\ndriverStandings.raceid = races.raceid\\ndriverStandings.driverid = drivers.driverid\\n\\nlapTimes.raceid = races.raceid\\nlapTimes.driverid = drivers.driverid\\n\\npitStops.raceid = races.raceid\\npitStops.driverid = drivers.driverid\\n\\nqualifying.raceid = races.raceid\\nqualifying.driverid = drivers.driverid\\nqualifying.constructorid = constructors.constructorid\\n\\nraces.circuitid = circuits.circuitid\\n\\nresults.raceid = races.raceid\\nresults.driverid = drivers.driverid\\nresults.constructorid = constructors.constructorid\\n\",\n          \"Table Customers (\\n    Customers.customer_id (INTEGER),\\n    Customers.customer_name (VARCHAR(80)),\\n    Customers.customer_details (VARCHAR(255)),\\n)\\n\\nTable Invoices (\\n    Invoices.invoice_number (INTEGER),\\n    Invoices.invoice_date (DATETIME),\\n    Invoices.invoice_details (VARCHAR(255)),\\n)\\n\\nTable Order_Items (\\n    Order_Items.order_item_id (INTEGER),\\n    Order_Items.product_id (INTEGER),\\n    Order_Items.order_id (INTEGER),\\n    Order_Items.order_item_status (VARCHAR(10)),\\n    Order_Items.order_item_details (VARCHAR(255)),\\n)\\n\\nTable Orders (\\n    Orders.order_id (INTEGER),\\n    Orders.customer_id (INTEGER),\\n    Orders.order_status (VARCHAR(10)),\\n    Orders.date_order_placed (DATETIME),\\n    Orders.order_details (VARCHAR(255)),\\n)\\n\\nTable Products (\\n    Products.product_id (INTEGER),\\n    Products.product_name (VARCHAR(80)),\\n    Products.product_details (VARCHAR(255)),\\n)\\n\\nTable Shipment_Items (\\n    Shipment_Items.shipment_id (INTEGER),\\n    Shipment_Items.order_item_id (INTEGER),\\n)\\n\\nTable Shipments (\\n    Shipments.shipment_id (INTEGER),\\n    Shipments.order_id (INTEGER),\\n    Shipments.invoice_number (INTEGER),\\n    Shipments.shipment_tracking_number (VARCHAR(80)),\\n    Shipments.shipment_date (DATETIME),\\n    Shipments.other_shipment_details (VARCHAR(255)),\\n)\\n\\n\\nPossible JOINs:\\n\\nOrder_Items.product_id = Products.product_id\\nOrder_Items.order_id = Orders.order_id\\n\\nOrders.customer_id = Customers.customer_id\\n\\nShipment_Items.shipment_id = Shipments.shipment_id\\nShipment_Items.order_item_id = Order_Items.order_item_id\\n\\nShipments.order_id = Orders.order_id\\nShipments.invoice_number = Invoices.invoice_number\\n\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"schema_llm_columns_min_ct\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 147,\n        \"samples\": [\n          \"CREATE TABLE country (\\n    country.country_id (INT),\\n    country.name (TEXT),\\n    country.population (INT),\\n    country.area (INT),\\n    country.languages (TEXT),\\n)\\n\\nCREATE TABLE roller_coaster (\\n    roller_coaster.roller_coaster_id (INT),\\n    roller_coaster.name (TEXT),\\n    roller_coaster.park (TEXT),\\n    roller_coaster.country_id (INT),\\n    roller_coaster.length (REAL),\\n    roller_coaster.height (REAL),\\n    roller_coaster.speed (TEXT),\\n    roller_coaster.opened (TEXT),\\n    roller_coaster.status (TEXT),\\n)\\n\\n\\nPossible JOINs:\\n\\nroller_coaster.country_id = country.country_id\\n\",\n          \"CREATE TABLE circuits (\\n    circuits.circuitid (INTEGER),\\n    circuits.circuitref (TEXT),\\n    circuits.name (TEXT),\\n    circuits.location (TEXT),\\n    circuits.country (TEXT),\\n    circuits.lat (REAL),\\n    circuits.lng (REAL),\\n    circuits.alt (TEXT),\\n    circuits.url (TEXT),\\n)\\n\\nCREATE TABLE constructorResults (\\n    constructorResults.constructorresultsid (INTEGER),\\n    constructorResults.raceid (INTEGER),\\n    constructorResults.constructorid (INTEGER),\\n    constructorResults.points (REAL),\\n    constructorResults.status (TEXT),\\n)\\n\\nCREATE TABLE constructorStandings (\\n    constructorStandings.constructorstandingsid (INTEGER),\\n    constructorStandings.raceid (INTEGER),\\n    constructorStandings.constructorid (INTEGER),\\n    constructorStandings.points (REAL),\\n    constructorStandings.position (INTEGER),\\n    constructorStandings.positiontext (TEXT),\\n    constructorStandings.wins (INTEGER),\\n)\\n\\nCREATE TABLE constructors (\\n    constructors.constructorid (INTEGER),\\n    constructors.constructorref (TEXT),\\n    constructors.name (TEXT),\\n    constructors.nationality (TEXT),\\n    constructors.url (TEXT),\\n)\\n\\nCREATE TABLE driverStandings (\\n    driverStandings.driverstandingsid (INTEGER),\\n    driverStandings.raceid (INTEGER),\\n    driverStandings.driverid (INTEGER),\\n    driverStandings.points (REAL),\\n    driverStandings.position (INTEGER),\\n    driverStandings.positiontext (TEXT),\\n    driverStandings.wins (INTEGER),\\n)\\n\\nCREATE TABLE drivers (\\n    drivers.driverid (INTEGER),\\n    drivers.driverref (TEXT),\\n    drivers.number (TEXT),\\n    drivers.code (TEXT),\\n    drivers.forename (TEXT),\\n    drivers.surname (TEXT),\\n    drivers.dob (TEXT),\\n    drivers.nationality (TEXT),\\n    drivers.url (TEXT),\\n)\\n\\nCREATE TABLE lapTimes (\\n    lapTimes.raceid (INTEGER),\\n    lapTimes.driverid (INTEGER),\\n    lapTimes.lap (INTEGER),\\n    lapTimes.position (INTEGER),\\n    lapTimes.time (TEXT),\\n    lapTimes.milliseconds (INTEGER),\\n)\\n\\nCREATE TABLE pitStops (\\n    pitStops.raceid (INTEGER),\\n    pitStops.driverid (INTEGER),\\n    pitStops.stop (INTEGER),\\n    pitStops.lap (INTEGER),\\n    pitStops.time (TEXT),\\n    pitStops.duration (TEXT),\\n    pitStops.milliseconds (INTEGER),\\n)\\n\\nCREATE TABLE qualifying (\\n    qualifying.qualifyid (INTEGER),\\n    qualifying.raceid (INTEGER),\\n    qualifying.driverid (INTEGER),\\n    qualifying.constructorid (INTEGER),\\n    qualifying.number (INTEGER),\\n    qualifying.position (INTEGER),\\n    qualifying.q1 (TEXT),\\n    qualifying.q2 (TEXT),\\n    qualifying.q3 (TEXT),\\n)\\n\\nCREATE TABLE races (\\n    races.raceid (INTEGER),\\n    races.year (INTEGER),\\n    races.round (INTEGER),\\n    races.circuitid (INTEGER),\\n    races.name (TEXT),\\n    races.date (TEXT),\\n    races.time (TEXT),\\n    races.url (TEXT),\\n)\\n\\nCREATE TABLE results (\\n    results.resultid (INTEGER),\\n    results.raceid (INTEGER),\\n    results.driverid (INTEGER),\\n    results.constructorid (INTEGER),\\n    results.number (INTEGER),\\n    results.grid (INTEGER),\\n    results.position (TEXT),\\n    results.positiontext (TEXT),\\n    results.positionorder (INTEGER),\\n    results.points (REAL),\\n    results.laps (TEXT),\\n    results.time (TEXT),\\n    results.milliseconds (TEXT),\\n    results.fastestlap (TEXT),\\n    results.rank (TEXT),\\n    results.fastestlaptime (TEXT),\\n    results.fastestlapspeed (TEXT),\\n    results.statusid (INTEGER),\\n)\\n\\nCREATE TABLE seasons (\\n    seasons.year (INTEGER),\\n    seasons.url (TEXT),\\n)\\n\\nCREATE TABLE status (\\n    status.statusid (INTEGER),\\n    status.status (TEXT),\\n)\\n\\n\\nPossible JOINs:\\n\\nconstructorResults.raceid = races.raceid\\nconstructorResults.constructorid = constructors.constructorid\\n\\nconstructorStandings.raceid = races.raceid\\nconstructorStandings.constructorid = constructors.constructorid\\n\\ndriverStandings.raceid = races.raceid\\ndriverStandings.driverid = drivers.driverid\\n\\nlapTimes.raceid = races.raceid\\nlapTimes.driverid = drivers.driverid\\n\\npitStops.raceid = races.raceid\\npitStops.driverid = drivers.driverid\\n\\nqualifying.raceid = races.raceid\\nqualifying.driverid = drivers.driverid\\nqualifying.constructorid = constructors.constructorid\\n\\nraces.circuitid = circuits.circuitid\\n\\nresults.raceid = races.raceid\\nresults.driverid = drivers.driverid\\nresults.constructorid = constructors.constructorid\\n\",\n          \"CREATE TABLE Customers (\\n    Customers.customer_id (INTEGER),\\n    Customers.customer_name (VARCHAR(80)),\\n    Customers.customer_details (VARCHAR(255)),\\n)\\n\\nCREATE TABLE Invoices (\\n    Invoices.invoice_number (INTEGER),\\n    Invoices.invoice_date (DATETIME),\\n    Invoices.invoice_details (VARCHAR(255)),\\n)\\n\\nCREATE TABLE Order_Items (\\n    Order_Items.order_item_id (INTEGER),\\n    Order_Items.product_id (INTEGER),\\n    Order_Items.order_id (INTEGER),\\n    Order_Items.order_item_status (VARCHAR(10)),\\n    Order_Items.order_item_details (VARCHAR(255)),\\n)\\n\\nCREATE TABLE Orders (\\n    Orders.order_id (INTEGER),\\n    Orders.customer_id (INTEGER),\\n    Orders.order_status (VARCHAR(10)),\\n    Orders.date_order_placed (DATETIME),\\n    Orders.order_details (VARCHAR(255)),\\n)\\n\\nCREATE TABLE Products (\\n    Products.product_id (INTEGER),\\n    Products.product_name (VARCHAR(80)),\\n    Products.product_details (VARCHAR(255)),\\n)\\n\\nCREATE TABLE Shipment_Items (\\n    Shipment_Items.shipment_id (INTEGER),\\n    Shipment_Items.order_item_id (INTEGER),\\n)\\n\\nCREATE TABLE Shipments (\\n    Shipments.shipment_id (INTEGER),\\n    Shipments.order_id (INTEGER),\\n    Shipments.invoice_number (INTEGER),\\n    Shipments.shipment_tracking_number (VARCHAR(80)),\\n    Shipments.shipment_date (DATETIME),\\n    Shipments.other_shipment_details (VARCHAR(255)),\\n)\\n\\n\\nPossible JOINs:\\n\\nOrder_Items.product_id = Products.product_id\\nOrder_Items.order_id = Orders.order_id\\n\\nOrders.customer_id = Customers.customer_id\\n\\nShipment_Items.shipment_id = Shipments.shipment_id\\nShipment_Items.order_item_id = Order_Items.order_item_id\\n\\nShipments.order_id = Orders.order_id\\nShipments.invoice_number = Invoices.invoice_number\\n\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"schema_llm_all_min\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 147,\n        \"samples\": [\n          \"Table country (\\n    country.country_id (INT),\\n    country.name (TEXT),\\n    country.population (INT),\\n    country.area (INT),\\n    country.languages (TEXT),\\n)\\n\\nTable roller_coaster (\\n    roller_coaster.roller_coaster_id (INT),\\n    roller_coaster.name (TEXT),\\n    roller_coaster.park (TEXT),\\n    roller_coaster.country_id (INT),\\n    roller_coaster.length (REAL),\\n    roller_coaster.height (REAL),\\n    roller_coaster.speed (TEXT),\\n    roller_coaster.opened (TEXT),\\n    roller_coaster.status (TEXT),\\n)\\n\\n\\nPossible JOINs:\\n\\nroller_coaster.country_id = country.country_id\\n\",\n          \"Table circuits (\\n    circuits.circuitid (INTEGER),\\n    circuits.circuitref (TEXT),\\n    circuits.name (TEXT),\\n    circuits.location (TEXT),\\n    circuits.country (TEXT),\\n    circuits.lat (REAL),\\n    circuits.lng (REAL),\\n    circuits.alt (TEXT),\\n    circuits.url (TEXT),\\n)\\n\\nTable constructorresults (\\n    constructorresults.constructorresultsid (INTEGER),\\n    constructorresults.raceid (INTEGER),\\n    constructorresults.constructorid (INTEGER),\\n    constructorresults.points (REAL),\\n    constructorresults.status (TEXT),\\n)\\n\\nTable constructorstandings (\\n    constructorstandings.constructorstandingsid (INTEGER),\\n    constructorstandings.raceid (INTEGER),\\n    constructorstandings.constructorid (INTEGER),\\n    constructorstandings.points (REAL),\\n    constructorstandings.position (INTEGER),\\n    constructorstandings.positiontext (TEXT),\\n    constructorstandings.wins (INTEGER),\\n)\\n\\nTable constructors (\\n    constructors.constructorid (INTEGER),\\n    constructors.constructorref (TEXT),\\n    constructors.name (TEXT),\\n    constructors.nationality (TEXT),\\n    constructors.url (TEXT),\\n)\\n\\nTable driverstandings (\\n    driverstandings.driverstandingsid (INTEGER),\\n    driverstandings.raceid (INTEGER),\\n    driverstandings.driverid (INTEGER),\\n    driverstandings.points (REAL),\\n    driverstandings.position (INTEGER),\\n    driverstandings.positiontext (TEXT),\\n    driverstandings.wins (INTEGER),\\n)\\n\\nTable drivers (\\n    drivers.driverid (INTEGER),\\n    drivers.driverref (TEXT),\\n    drivers.number (TEXT),\\n    drivers.code (TEXT),\\n    drivers.forename (TEXT),\\n    drivers.surname (TEXT),\\n    drivers.dob (TEXT),\\n    drivers.nationality (TEXT),\\n    drivers.url (TEXT),\\n)\\n\\nTable laptimes (\\n    laptimes.raceid (INTEGER),\\n    laptimes.driverid (INTEGER),\\n    laptimes.lap (INTEGER),\\n    laptimes.position (INTEGER),\\n    laptimes.time (TEXT),\\n    laptimes.milliseconds (INTEGER),\\n)\\n\\nTable pitstops (\\n    pitstops.raceid (INTEGER),\\n    pitstops.driverid (INTEGER),\\n    pitstops.stop (INTEGER),\\n    pitstops.lap (INTEGER),\\n    pitstops.time (TEXT),\\n    pitstops.duration (TEXT),\\n    pitstops.milliseconds (INTEGER),\\n)\\n\\nTable qualifying (\\n    qualifying.qualifyid (INTEGER),\\n    qualifying.raceid (INTEGER),\\n    qualifying.driverid (INTEGER),\\n    qualifying.constructorid (INTEGER),\\n    qualifying.number (INTEGER),\\n    qualifying.position (INTEGER),\\n    qualifying.q1 (TEXT),\\n    qualifying.q2 (TEXT),\\n    qualifying.q3 (TEXT),\\n)\\n\\nTable races (\\n    races.raceid (INTEGER),\\n    races.year (INTEGER),\\n    races.round (INTEGER),\\n    races.circuitid (INTEGER),\\n    races.name (TEXT),\\n    races.date (TEXT),\\n    races.time (TEXT),\\n    races.url (TEXT),\\n)\\n\\nTable results (\\n    results.resultid (INTEGER),\\n    results.raceid (INTEGER),\\n    results.driverid (INTEGER),\\n    results.constructorid (INTEGER),\\n    results.number (INTEGER),\\n    results.grid (INTEGER),\\n    results.position (TEXT),\\n    results.positiontext (TEXT),\\n    results.positionorder (INTEGER),\\n    results.points (REAL),\\n    results.laps (TEXT),\\n    results.time (TEXT),\\n    results.milliseconds (TEXT),\\n    results.fastestlap (TEXT),\\n    results.rank (TEXT),\\n    results.fastestlaptime (TEXT),\\n    results.fastestlapspeed (TEXT),\\n    results.statusid (INTEGER),\\n)\\n\\nTable seasons (\\n    seasons.year (INTEGER),\\n    seasons.url (TEXT),\\n)\\n\\nTable status (\\n    status.statusid (INTEGER),\\n    status.status (TEXT),\\n)\\n\\n\\nPossible JOINs:\\n\\nconstructorresults.raceid = races.raceid\\nconstructorresults.constructorid = constructors.constructorid\\n\\nconstructorstandings.raceid = races.raceid\\nconstructorstandings.constructorid = constructors.constructorid\\n\\ndriverstandings.raceid = races.raceid\\ndriverstandings.driverid = drivers.driverid\\n\\nlaptimes.raceid = races.raceid\\nlaptimes.driverid = drivers.driverid\\n\\npitstops.raceid = races.raceid\\npitstops.driverid = drivers.driverid\\n\\nqualifying.raceid = races.raceid\\nqualifying.driverid = drivers.driverid\\nqualifying.constructorid = constructors.constructorid\\n\\nraces.circuitid = circuits.circuitid\\n\\nresults.raceid = races.raceid\\nresults.driverid = drivers.driverid\\nresults.constructorid = constructors.constructorid\\n\",\n          \"Table customers (\\n    customers.customer_id (INTEGER),\\n    customers.customer_name (VARCHAR(80)),\\n    customers.customer_details (VARCHAR(255)),\\n)\\n\\nTable invoices (\\n    invoices.invoice_number (INTEGER),\\n    invoices.invoice_date (DATETIME),\\n    invoices.invoice_details (VARCHAR(255)),\\n)\\n\\nTable order_items (\\n    order_items.order_item_id (INTEGER),\\n    order_items.product_id (INTEGER),\\n    order_items.order_id (INTEGER),\\n    order_items.order_item_status (VARCHAR(10)),\\n    order_items.order_item_details (VARCHAR(255)),\\n)\\n\\nTable orders (\\n    orders.order_id (INTEGER),\\n    orders.customer_id (INTEGER),\\n    orders.order_status (VARCHAR(10)),\\n    orders.date_order_placed (DATETIME),\\n    orders.order_details (VARCHAR(255)),\\n)\\n\\nTable products (\\n    products.product_id (INTEGER),\\n    products.product_name (VARCHAR(80)),\\n    products.product_details (VARCHAR(255)),\\n)\\n\\nTable shipment_items (\\n    shipment_items.shipment_id (INTEGER),\\n    shipment_items.order_item_id (INTEGER),\\n)\\n\\nTable shipments (\\n    shipments.shipment_id (INTEGER),\\n    shipments.order_id (INTEGER),\\n    shipments.invoice_number (INTEGER),\\n    shipments.shipment_tracking_number (VARCHAR(80)),\\n    shipments.shipment_date (DATETIME),\\n    shipments.other_shipment_details (VARCHAR(255)),\\n)\\n\\n\\nPossible JOINs:\\n\\norder_items.product_id = products.product_id\\norder_items.order_id = orders.order_id\\n\\norders.customer_id = customers.customer_id\\n\\nshipment_items.shipment_id = shipments.shipment_id\\nshipment_items.order_item_id = order_items.order_item_id\\n\\nshipments.order_id = orders.order_id\\nshipments.invoice_number = invoices.invoice_number\\n\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"schema_llm_all_min_ct\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 147,\n        \"samples\": [\n          \"CREATE TABLE country (\\n    country.country_id (INT),\\n    country.name (TEXT),\\n    country.population (INT),\\n    country.area (INT),\\n    country.languages (TEXT),\\n)\\n\\nCREATE TABLE roller_coaster (\\n    roller_coaster.roller_coaster_id (INT),\\n    roller_coaster.name (TEXT),\\n    roller_coaster.park (TEXT),\\n    roller_coaster.country_id (INT),\\n    roller_coaster.length (REAL),\\n    roller_coaster.height (REAL),\\n    roller_coaster.speed (TEXT),\\n    roller_coaster.opened (TEXT),\\n    roller_coaster.status (TEXT),\\n)\\n\\n\\nPossible JOINs:\\n\\nroller_coaster.country_id = country.country_id\\n\",\n          \"CREATE TABLE circuits (\\n    circuits.circuitid (INTEGER),\\n    circuits.circuitref (TEXT),\\n    circuits.name (TEXT),\\n    circuits.location (TEXT),\\n    circuits.country (TEXT),\\n    circuits.lat (REAL),\\n    circuits.lng (REAL),\\n    circuits.alt (TEXT),\\n    circuits.url (TEXT),\\n)\\n\\nCREATE TABLE constructorresults (\\n    constructorresults.constructorresultsid (INTEGER),\\n    constructorresults.raceid (INTEGER),\\n    constructorresults.constructorid (INTEGER),\\n    constructorresults.points (REAL),\\n    constructorresults.status (TEXT),\\n)\\n\\nCREATE TABLE constructorstandings (\\n    constructorstandings.constructorstandingsid (INTEGER),\\n    constructorstandings.raceid (INTEGER),\\n    constructorstandings.constructorid (INTEGER),\\n    constructorstandings.points (REAL),\\n    constructorstandings.position (INTEGER),\\n    constructorstandings.positiontext (TEXT),\\n    constructorstandings.wins (INTEGER),\\n)\\n\\nCREATE TABLE constructors (\\n    constructors.constructorid (INTEGER),\\n    constructors.constructorref (TEXT),\\n    constructors.name (TEXT),\\n    constructors.nationality (TEXT),\\n    constructors.url (TEXT),\\n)\\n\\nCREATE TABLE driverstandings (\\n    driverstandings.driverstandingsid (INTEGER),\\n    driverstandings.raceid (INTEGER),\\n    driverstandings.driverid (INTEGER),\\n    driverstandings.points (REAL),\\n    driverstandings.position (INTEGER),\\n    driverstandings.positiontext (TEXT),\\n    driverstandings.wins (INTEGER),\\n)\\n\\nCREATE TABLE drivers (\\n    drivers.driverid (INTEGER),\\n    drivers.driverref (TEXT),\\n    drivers.number (TEXT),\\n    drivers.code (TEXT),\\n    drivers.forename (TEXT),\\n    drivers.surname (TEXT),\\n    drivers.dob (TEXT),\\n    drivers.nationality (TEXT),\\n    drivers.url (TEXT),\\n)\\n\\nCREATE TABLE laptimes (\\n    laptimes.raceid (INTEGER),\\n    laptimes.driverid (INTEGER),\\n    laptimes.lap (INTEGER),\\n    laptimes.position (INTEGER),\\n    laptimes.time (TEXT),\\n    laptimes.milliseconds (INTEGER),\\n)\\n\\nCREATE TABLE pitstops (\\n    pitstops.raceid (INTEGER),\\n    pitstops.driverid (INTEGER),\\n    pitstops.stop (INTEGER),\\n    pitstops.lap (INTEGER),\\n    pitstops.time (TEXT),\\n    pitstops.duration (TEXT),\\n    pitstops.milliseconds (INTEGER),\\n)\\n\\nCREATE TABLE qualifying (\\n    qualifying.qualifyid (INTEGER),\\n    qualifying.raceid (INTEGER),\\n    qualifying.driverid (INTEGER),\\n    qualifying.constructorid (INTEGER),\\n    qualifying.number (INTEGER),\\n    qualifying.position (INTEGER),\\n    qualifying.q1 (TEXT),\\n    qualifying.q2 (TEXT),\\n    qualifying.q3 (TEXT),\\n)\\n\\nCREATE TABLE races (\\n    races.raceid (INTEGER),\\n    races.year (INTEGER),\\n    races.round (INTEGER),\\n    races.circuitid (INTEGER),\\n    races.name (TEXT),\\n    races.date (TEXT),\\n    races.time (TEXT),\\n    races.url (TEXT),\\n)\\n\\nCREATE TABLE results (\\n    results.resultid (INTEGER),\\n    results.raceid (INTEGER),\\n    results.driverid (INTEGER),\\n    results.constructorid (INTEGER),\\n    results.number (INTEGER),\\n    results.grid (INTEGER),\\n    results.position (TEXT),\\n    results.positiontext (TEXT),\\n    results.positionorder (INTEGER),\\n    results.points (REAL),\\n    results.laps (TEXT),\\n    results.time (TEXT),\\n    results.milliseconds (TEXT),\\n    results.fastestlap (TEXT),\\n    results.rank (TEXT),\\n    results.fastestlaptime (TEXT),\\n    results.fastestlapspeed (TEXT),\\n    results.statusid (INTEGER),\\n)\\n\\nCREATE TABLE seasons (\\n    seasons.year (INTEGER),\\n    seasons.url (TEXT),\\n)\\n\\nCREATE TABLE status (\\n    status.statusid (INTEGER),\\n    status.status (TEXT),\\n)\\n\\n\\nPossible JOINs:\\n\\nconstructorresults.raceid = races.raceid\\nconstructorresults.constructorid = constructors.constructorid\\n\\nconstructorstandings.raceid = races.raceid\\nconstructorstandings.constructorid = constructors.constructorid\\n\\ndriverstandings.raceid = races.raceid\\ndriverstandings.driverid = drivers.driverid\\n\\nlaptimes.raceid = races.raceid\\nlaptimes.driverid = drivers.driverid\\n\\npitstops.raceid = races.raceid\\npitstops.driverid = drivers.driverid\\n\\nqualifying.raceid = races.raceid\\nqualifying.driverid = drivers.driverid\\nqualifying.constructorid = constructors.constructorid\\n\\nraces.circuitid = circuits.circuitid\\n\\nresults.raceid = races.raceid\\nresults.driverid = drivers.driverid\\nresults.constructorid = constructors.constructorid\\n\",\n          \"CREATE TABLE customers (\\n    customers.customer_id (INTEGER),\\n    customers.customer_name (VARCHAR(80)),\\n    customers.customer_details (VARCHAR(255)),\\n)\\n\\nCREATE TABLE invoices (\\n    invoices.invoice_number (INTEGER),\\n    invoices.invoice_date (DATETIME),\\n    invoices.invoice_details (VARCHAR(255)),\\n)\\n\\nCREATE TABLE order_items (\\n    order_items.order_item_id (INTEGER),\\n    order_items.product_id (INTEGER),\\n    order_items.order_id (INTEGER),\\n    order_items.order_item_status (VARCHAR(10)),\\n    order_items.order_item_details (VARCHAR(255)),\\n)\\n\\nCREATE TABLE orders (\\n    orders.order_id (INTEGER),\\n    orders.customer_id (INTEGER),\\n    orders.order_status (VARCHAR(10)),\\n    orders.date_order_placed (DATETIME),\\n    orders.order_details (VARCHAR(255)),\\n)\\n\\nCREATE TABLE products (\\n    products.product_id (INTEGER),\\n    products.product_name (VARCHAR(80)),\\n    products.product_details (VARCHAR(255)),\\n)\\n\\nCREATE TABLE shipment_items (\\n    shipment_items.shipment_id (INTEGER),\\n    shipment_items.order_item_id (INTEGER),\\n)\\n\\nCREATE TABLE shipments (\\n    shipments.shipment_id (INTEGER),\\n    shipments.order_id (INTEGER),\\n    shipments.invoice_number (INTEGER),\\n    shipments.shipment_tracking_number (VARCHAR(80)),\\n    shipments.shipment_date (DATETIME),\\n    shipments.other_shipment_details (VARCHAR(255)),\\n)\\n\\n\\nPossible JOINs:\\n\\norder_items.product_id = products.product_id\\norder_items.order_id = orders.order_id\\n\\norders.customer_id = customers.customer_id\\n\\nshipment_items.shipment_id = shipments.shipment_id\\nshipment_items.order_item_id = order_items.order_item_id\\n\\nshipments.order_id = orders.order_id\\nshipments.invoice_number = invoices.invoice_number\\n\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"schema_dict\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 146,\n        \"samples\": [\n          \"{\\n  'company': ['Company_ID', 'Rank', 'Company', 'Headquarters', 'Main_Industry', 'Sales_billion', 'Profits_billion', 'Assets_billion', 'Market_Value'],\\n  'gas_station': ['Station_ID', 'Open_Year', 'Location', 'Manager_Name', 'Vice_Manager_Name', 'Representative_Name'],\\n  'station_company': ['Station_ID', 'Company_ID', 'Rank_of_the_Year']\\n}\",\n          \"{\\n  'Premises': ['premise_id', 'premises_type', 'premise_details'],\\n  'Products': ['product_id', 'product_category', 'product_name'],\\n  'Customers': ['customer_id', 'payment_method', 'customer_name', 'customer_phone', 'customer_email', 'customer_address', 'customer_login', 'customer_password'],\\n  'Mailshot_Campaigns': ['mailshot_id', 'product_category', 'mailshot_name', 'mailshot_start_date', 'mailshot_end_date'],\\n  'Customer_Addresses': ['customer_id', 'premise_id', 'date_address_from', 'address_type_code', 'date_address_to'],\\n  'Customer_Orders': ['order_id', 'customer_id', 'order_status_code', 'shipping_method_code', 'order_placed_datetime', 'order_delivered_datetime', 'order_shipping_charges'],\\n  'Mailshot_Customers': ['mailshot_id', 'customer_id', 'outcome_code', 'mailshot_customer_date'],\\n  'Order_Items': ['item_id', 'order_item_status_code', 'order_id', 'product_id', 'item_status_code', 'item_delivered_datetime', 'item_order_quantity']\\n}\",\n          \"{\\n  'member': ['Member_ID', 'Name', 'Nationality', 'Role'],\\n  'performance': ['Performance_ID', 'Date', 'Host', 'Location', 'Attendance'],\\n  'member_attendance': ['Member_ID', 'Performance_ID', 'Num_of_Pieces']\\n}\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"selector_correct\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 3373,\n        \"samples\": [\n          \"{\\n  'user': ['uid', 'user_id', 'name'],\\n  'review': ['rid', 'user_id', 'rating']\\n}\",\n          \"{\\n  'Documents': ['document_id', 'document_status_code', 'document_type_code']\\n}\",\n          \"{\\n  'state': ['state_name', 'population'],\\n  'highlow': ['state_name', 'highest_point']\\n}\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"schema_llm_t\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 147,\n        \"samples\": [\n          \"TABLE country (\\n    country.Country_ID (INT),\\n    country.Name (TEXT),\\n    country.Population (INT),\\n    country.Area (INT),\\n    country.Languages (TEXT),\\n)\\n\\nTABLE roller_coaster (\\n    roller_coaster.Roller_Coaster_ID (INT),\\n    roller_coaster.Name (TEXT),\\n    roller_coaster.Park (TEXT),\\n    roller_coaster.Country_ID (INT),\\n    roller_coaster.Length (REAL),\\n    roller_coaster.Height (REAL),\\n    roller_coaster.Speed (TEXT),\\n    roller_coaster.Opened (TEXT),\\n    roller_coaster.Status (TEXT),\\n)\\n\\n\\nPossible JOINs:\\n\\nroller_coaster.Country_ID = country.Country_ID\\n\",\n          \"TABLE circuits (\\n    circuits.circuitId (INTEGER),\\n    circuits.circuitRef (TEXT),\\n    circuits.name (TEXT),\\n    circuits.location (TEXT),\\n    circuits.country (TEXT),\\n    circuits.lat (REAL),\\n    circuits.lng (REAL),\\n    circuits.alt (TEXT),\\n    circuits.url (TEXT),\\n)\\n\\nTABLE constructorResults (\\n    constructorResults.constructorResultsId (INTEGER),\\n    constructorResults.raceId (INTEGER),\\n    constructorResults.constructorId (INTEGER),\\n    constructorResults.points (REAL),\\n    constructorResults.status (TEXT),\\n)\\n\\nTABLE constructorStandings (\\n    constructorStandings.constructorStandingsId (INTEGER),\\n    constructorStandings.raceId (INTEGER),\\n    constructorStandings.constructorId (INTEGER),\\n    constructorStandings.points (REAL),\\n    constructorStandings.position (INTEGER),\\n    constructorStandings.positionText (TEXT),\\n    constructorStandings.wins (INTEGER),\\n)\\n\\nTABLE constructors (\\n    constructors.constructorId (INTEGER),\\n    constructors.constructorRef (TEXT),\\n    constructors.name (TEXT),\\n    constructors.nationality (TEXT),\\n    constructors.url (TEXT),\\n)\\n\\nTABLE driverStandings (\\n    driverStandings.driverStandingsId (INTEGER),\\n    driverStandings.raceId (INTEGER),\\n    driverStandings.driverId (INTEGER),\\n    driverStandings.points (REAL),\\n    driverStandings.position (INTEGER),\\n    driverStandings.positionText (TEXT),\\n    driverStandings.wins (INTEGER),\\n)\\n\\nTABLE drivers (\\n    drivers.driverId (INTEGER),\\n    drivers.driverRef (TEXT),\\n    drivers.number (TEXT),\\n    drivers.code (TEXT),\\n    drivers.forename (TEXT),\\n    drivers.surname (TEXT),\\n    drivers.dob (TEXT),\\n    drivers.nationality (TEXT),\\n    drivers.url (TEXT),\\n)\\n\\nTABLE lapTimes (\\n    lapTimes.raceId (INTEGER),\\n    lapTimes.driverId (INTEGER),\\n    lapTimes.lap (INTEGER),\\n    lapTimes.position (INTEGER),\\n    lapTimes.time (TEXT),\\n    lapTimes.milliseconds (INTEGER),\\n)\\n\\nTABLE pitStops (\\n    pitStops.raceId (INTEGER),\\n    pitStops.driverId (INTEGER),\\n    pitStops.stop (INTEGER),\\n    pitStops.lap (INTEGER),\\n    pitStops.time (TEXT),\\n    pitStops.duration (TEXT),\\n    pitStops.milliseconds (INTEGER),\\n)\\n\\nTABLE qualifying (\\n    qualifying.qualifyId (INTEGER),\\n    qualifying.raceId (INTEGER),\\n    qualifying.driverId (INTEGER),\\n    qualifying.constructorId (INTEGER),\\n    qualifying.number (INTEGER),\\n    qualifying.position (INTEGER),\\n    qualifying.q1 (TEXT),\\n    qualifying.q2 (TEXT),\\n    qualifying.q3 (TEXT),\\n)\\n\\nTABLE races (\\n    races.raceId (INTEGER),\\n    races.year (INTEGER),\\n    races.round (INTEGER),\\n    races.circuitId (INTEGER),\\n    races.name (TEXT),\\n    races.date (TEXT),\\n    races.time (TEXT),\\n    races.url (TEXT),\\n)\\n\\nTABLE results (\\n    results.resultId (INTEGER),\\n    results.raceId (INTEGER),\\n    results.driverId (INTEGER),\\n    results.constructorId (INTEGER),\\n    results.number (INTEGER),\\n    results.grid (INTEGER),\\n    results.position (TEXT),\\n    results.positionText (TEXT),\\n    results.positionOrder (INTEGER),\\n    results.points (REAL),\\n    results.laps (TEXT),\\n    results.time (TEXT),\\n    results.milliseconds (TEXT),\\n    results.fastestLap (TEXT),\\n    results.rank (TEXT),\\n    results.fastestLapTime (TEXT),\\n    results.fastestLapSpeed (TEXT),\\n    results.statusId (INTEGER),\\n)\\n\\nTABLE seasons (\\n    seasons.year (INTEGER),\\n    seasons.url (TEXT),\\n)\\n\\nTABLE status (\\n    status.statusId (INTEGER),\\n    status.status (TEXT),\\n)\\n\\n\\nPossible JOINs:\\n\\nconstructorResults.raceId = races.raceId\\nconstructorResults.constructorId = constructors.constructorId\\n\\nconstructorStandings.raceId = races.raceId\\nconstructorStandings.constructorId = constructors.constructorId\\n\\ndriverStandings.raceId = races.raceId\\ndriverStandings.driverId = drivers.driverId\\n\\nlapTimes.raceId = races.raceId\\nlapTimes.driverId = drivers.driverId\\n\\npitStops.raceId = races.raceId\\npitStops.driverId = drivers.driverId\\n\\nqualifying.raceId = races.raceId\\nqualifying.driverId = drivers.driverId\\nqualifying.constructorId = constructors.constructorId\\n\\nraces.circuitId = circuits.circuitId\\n\\nresults.raceId = races.raceId\\nresults.driverId = drivers.driverId\\nresults.constructorId = constructors.constructorId\\n\",\n          \"TABLE Customers (\\n    Customers.customer_id (INTEGER),\\n    Customers.customer_name (VARCHAR(80)),\\n    Customers.customer_details (VARCHAR(255)),\\n)\\n\\nTABLE Invoices (\\n    Invoices.invoice_number (INTEGER),\\n    Invoices.invoice_date (DATETIME),\\n    Invoices.invoice_details (VARCHAR(255)),\\n)\\n\\nTABLE Order_Items (\\n    Order_Items.order_item_id (INTEGER),\\n    Order_Items.product_id (INTEGER),\\n    Order_Items.order_id (INTEGER),\\n    Order_Items.order_item_status (VARCHAR(10)),\\n    Order_Items.order_item_details (VARCHAR(255)),\\n)\\n\\nTABLE Orders (\\n    Orders.order_id (INTEGER),\\n    Orders.customer_id (INTEGER),\\n    Orders.order_status (VARCHAR(10)),\\n    Orders.date_order_placed (DATETIME),\\n    Orders.order_details (VARCHAR(255)),\\n)\\n\\nTABLE Products (\\n    Products.product_id (INTEGER),\\n    Products.product_name (VARCHAR(80)),\\n    Products.product_details (VARCHAR(255)),\\n)\\n\\nTABLE Shipment_Items (\\n    Shipment_Items.shipment_id (INTEGER),\\n    Shipment_Items.order_item_id (INTEGER),\\n)\\n\\nTABLE Shipments (\\n    Shipments.shipment_id (INTEGER),\\n    Shipments.order_id (INTEGER),\\n    Shipments.invoice_number (INTEGER),\\n    Shipments.shipment_tracking_number (VARCHAR(80)),\\n    Shipments.shipment_date (DATETIME),\\n    Shipments.other_shipment_details (VARCHAR(255)),\\n)\\n\\n\\nPossible JOINs:\\n\\nOrder_Items.product_id = Products.product_id\\nOrder_Items.order_id = Orders.order_id\\n\\nOrders.customer_id = Customers.customer_id\\n\\nShipment_Items.shipment_id = Shipments.shipment_id\\nShipment_Items.order_item_id = Order_Items.order_item_id\\n\\nShipments.order_id = Orders.order_id\\nShipments.invoice_number = Invoices.invoice_number\\n\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"schema_llm_columns_min_t\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 147,\n        \"samples\": [\n          \"TABLE country (\\n    country.country_id (INT),\\n    country.name (TEXT),\\n    country.population (INT),\\n    country.area (INT),\\n    country.languages (TEXT),\\n)\\n\\nTABLE roller_coaster (\\n    roller_coaster.roller_coaster_id (INT),\\n    roller_coaster.name (TEXT),\\n    roller_coaster.park (TEXT),\\n    roller_coaster.country_id (INT),\\n    roller_coaster.length (REAL),\\n    roller_coaster.height (REAL),\\n    roller_coaster.speed (TEXT),\\n    roller_coaster.opened (TEXT),\\n    roller_coaster.status (TEXT),\\n)\\n\\n\\nPossible JOINs:\\n\\nroller_coaster.country_id = country.country_id\\n\",\n          \"TABLE circuits (\\n    circuits.circuitid (INTEGER),\\n    circuits.circuitref (TEXT),\\n    circuits.name (TEXT),\\n    circuits.location (TEXT),\\n    circuits.country (TEXT),\\n    circuits.lat (REAL),\\n    circuits.lng (REAL),\\n    circuits.alt (TEXT),\\n    circuits.url (TEXT),\\n)\\n\\nTABLE constructorResults (\\n    constructorResults.constructorresultsid (INTEGER),\\n    constructorResults.raceid (INTEGER),\\n    constructorResults.constructorid (INTEGER),\\n    constructorResults.points (REAL),\\n    constructorResults.status (TEXT),\\n)\\n\\nTABLE constructorStandings (\\n    constructorStandings.constructorstandingsid (INTEGER),\\n    constructorStandings.raceid (INTEGER),\\n    constructorStandings.constructorid (INTEGER),\\n    constructorStandings.points (REAL),\\n    constructorStandings.position (INTEGER),\\n    constructorStandings.positiontext (TEXT),\\n    constructorStandings.wins (INTEGER),\\n)\\n\\nTABLE constructors (\\n    constructors.constructorid (INTEGER),\\n    constructors.constructorref (TEXT),\\n    constructors.name (TEXT),\\n    constructors.nationality (TEXT),\\n    constructors.url (TEXT),\\n)\\n\\nTABLE driverStandings (\\n    driverStandings.driverstandingsid (INTEGER),\\n    driverStandings.raceid (INTEGER),\\n    driverStandings.driverid (INTEGER),\\n    driverStandings.points (REAL),\\n    driverStandings.position (INTEGER),\\n    driverStandings.positiontext (TEXT),\\n    driverStandings.wins (INTEGER),\\n)\\n\\nTABLE drivers (\\n    drivers.driverid (INTEGER),\\n    drivers.driverref (TEXT),\\n    drivers.number (TEXT),\\n    drivers.code (TEXT),\\n    drivers.forename (TEXT),\\n    drivers.surname (TEXT),\\n    drivers.dob (TEXT),\\n    drivers.nationality (TEXT),\\n    drivers.url (TEXT),\\n)\\n\\nTABLE lapTimes (\\n    lapTimes.raceid (INTEGER),\\n    lapTimes.driverid (INTEGER),\\n    lapTimes.lap (INTEGER),\\n    lapTimes.position (INTEGER),\\n    lapTimes.time (TEXT),\\n    lapTimes.milliseconds (INTEGER),\\n)\\n\\nTABLE pitStops (\\n    pitStops.raceid (INTEGER),\\n    pitStops.driverid (INTEGER),\\n    pitStops.stop (INTEGER),\\n    pitStops.lap (INTEGER),\\n    pitStops.time (TEXT),\\n    pitStops.duration (TEXT),\\n    pitStops.milliseconds (INTEGER),\\n)\\n\\nTABLE qualifying (\\n    qualifying.qualifyid (INTEGER),\\n    qualifying.raceid (INTEGER),\\n    qualifying.driverid (INTEGER),\\n    qualifying.constructorid (INTEGER),\\n    qualifying.number (INTEGER),\\n    qualifying.position (INTEGER),\\n    qualifying.q1 (TEXT),\\n    qualifying.q2 (TEXT),\\n    qualifying.q3 (TEXT),\\n)\\n\\nTABLE races (\\n    races.raceid (INTEGER),\\n    races.year (INTEGER),\\n    races.round (INTEGER),\\n    races.circuitid (INTEGER),\\n    races.name (TEXT),\\n    races.date (TEXT),\\n    races.time (TEXT),\\n    races.url (TEXT),\\n)\\n\\nTABLE results (\\n    results.resultid (INTEGER),\\n    results.raceid (INTEGER),\\n    results.driverid (INTEGER),\\n    results.constructorid (INTEGER),\\n    results.number (INTEGER),\\n    results.grid (INTEGER),\\n    results.position (TEXT),\\n    results.positiontext (TEXT),\\n    results.positionorder (INTEGER),\\n    results.points (REAL),\\n    results.laps (TEXT),\\n    results.time (TEXT),\\n    results.milliseconds (TEXT),\\n    results.fastestlap (TEXT),\\n    results.rank (TEXT),\\n    results.fastestlaptime (TEXT),\\n    results.fastestlapspeed (TEXT),\\n    results.statusid (INTEGER),\\n)\\n\\nTABLE seasons (\\n    seasons.year (INTEGER),\\n    seasons.url (TEXT),\\n)\\n\\nTABLE status (\\n    status.statusid (INTEGER),\\n    status.status (TEXT),\\n)\\n\\n\\nPossible JOINs:\\n\\nconstructorResults.raceid = races.raceid\\nconstructorResults.constructorid = constructors.constructorid\\n\\nconstructorStandings.raceid = races.raceid\\nconstructorStandings.constructorid = constructors.constructorid\\n\\ndriverStandings.raceid = races.raceid\\ndriverStandings.driverid = drivers.driverid\\n\\nlapTimes.raceid = races.raceid\\nlapTimes.driverid = drivers.driverid\\n\\npitStops.raceid = races.raceid\\npitStops.driverid = drivers.driverid\\n\\nqualifying.raceid = races.raceid\\nqualifying.driverid = drivers.driverid\\nqualifying.constructorid = constructors.constructorid\\n\\nraces.circuitid = circuits.circuitid\\n\\nresults.raceid = races.raceid\\nresults.driverid = drivers.driverid\\nresults.constructorid = constructors.constructorid\\n\",\n          \"TABLE Customers (\\n    Customers.customer_id (INTEGER),\\n    Customers.customer_name (VARCHAR(80)),\\n    Customers.customer_details (VARCHAR(255)),\\n)\\n\\nTABLE Invoices (\\n    Invoices.invoice_number (INTEGER),\\n    Invoices.invoice_date (DATETIME),\\n    Invoices.invoice_details (VARCHAR(255)),\\n)\\n\\nTABLE Order_Items (\\n    Order_Items.order_item_id (INTEGER),\\n    Order_Items.product_id (INTEGER),\\n    Order_Items.order_id (INTEGER),\\n    Order_Items.order_item_status (VARCHAR(10)),\\n    Order_Items.order_item_details (VARCHAR(255)),\\n)\\n\\nTABLE Orders (\\n    Orders.order_id (INTEGER),\\n    Orders.customer_id (INTEGER),\\n    Orders.order_status (VARCHAR(10)),\\n    Orders.date_order_placed (DATETIME),\\n    Orders.order_details (VARCHAR(255)),\\n)\\n\\nTABLE Products (\\n    Products.product_id (INTEGER),\\n    Products.product_name (VARCHAR(80)),\\n    Products.product_details (VARCHAR(255)),\\n)\\n\\nTABLE Shipment_Items (\\n    Shipment_Items.shipment_id (INTEGER),\\n    Shipment_Items.order_item_id (INTEGER),\\n)\\n\\nTABLE Shipments (\\n    Shipments.shipment_id (INTEGER),\\n    Shipments.order_id (INTEGER),\\n    Shipments.invoice_number (INTEGER),\\n    Shipments.shipment_tracking_number (VARCHAR(80)),\\n    Shipments.shipment_date (DATETIME),\\n    Shipments.other_shipment_details (VARCHAR(255)),\\n)\\n\\n\\nPossible JOINs:\\n\\nOrder_Items.product_id = Products.product_id\\nOrder_Items.order_id = Orders.order_id\\n\\nOrders.customer_id = Customers.customer_id\\n\\nShipment_Items.shipment_id = Shipments.shipment_id\\nShipment_Items.order_item_id = Order_Items.order_item_id\\n\\nShipments.order_id = Orders.order_id\\nShipments.invoice_number = Invoices.invoice_number\\n\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"schema_llm_all_min_t\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 147,\n        \"samples\": [\n          \"TABLE country (\\n    country.country_id (INT),\\n    country.name (TEXT),\\n    country.population (INT),\\n    country.area (INT),\\n    country.languages (TEXT),\\n)\\n\\nTABLE roller_coaster (\\n    roller_coaster.roller_coaster_id (INT),\\n    roller_coaster.name (TEXT),\\n    roller_coaster.park (TEXT),\\n    roller_coaster.country_id (INT),\\n    roller_coaster.length (REAL),\\n    roller_coaster.height (REAL),\\n    roller_coaster.speed (TEXT),\\n    roller_coaster.opened (TEXT),\\n    roller_coaster.status (TEXT),\\n)\\n\\n\\nPossible JOINs:\\n\\nroller_coaster.country_id = country.country_id\\n\",\n          \"TABLE circuits (\\n    circuits.circuitid (INTEGER),\\n    circuits.circuitref (TEXT),\\n    circuits.name (TEXT),\\n    circuits.location (TEXT),\\n    circuits.country (TEXT),\\n    circuits.lat (REAL),\\n    circuits.lng (REAL),\\n    circuits.alt (TEXT),\\n    circuits.url (TEXT),\\n)\\n\\nTABLE constructorresults (\\n    constructorresults.constructorresultsid (INTEGER),\\n    constructorresults.raceid (INTEGER),\\n    constructorresults.constructorid (INTEGER),\\n    constructorresults.points (REAL),\\n    constructorresults.status (TEXT),\\n)\\n\\nTABLE constructorstandings (\\n    constructorstandings.constructorstandingsid (INTEGER),\\n    constructorstandings.raceid (INTEGER),\\n    constructorstandings.constructorid (INTEGER),\\n    constructorstandings.points (REAL),\\n    constructorstandings.position (INTEGER),\\n    constructorstandings.positiontext (TEXT),\\n    constructorstandings.wins (INTEGER),\\n)\\n\\nTABLE constructors (\\n    constructors.constructorid (INTEGER),\\n    constructors.constructorref (TEXT),\\n    constructors.name (TEXT),\\n    constructors.nationality (TEXT),\\n    constructors.url (TEXT),\\n)\\n\\nTABLE driverstandings (\\n    driverstandings.driverstandingsid (INTEGER),\\n    driverstandings.raceid (INTEGER),\\n    driverstandings.driverid (INTEGER),\\n    driverstandings.points (REAL),\\n    driverstandings.position (INTEGER),\\n    driverstandings.positiontext (TEXT),\\n    driverstandings.wins (INTEGER),\\n)\\n\\nTABLE drivers (\\n    drivers.driverid (INTEGER),\\n    drivers.driverref (TEXT),\\n    drivers.number (TEXT),\\n    drivers.code (TEXT),\\n    drivers.forename (TEXT),\\n    drivers.surname (TEXT),\\n    drivers.dob (TEXT),\\n    drivers.nationality (TEXT),\\n    drivers.url (TEXT),\\n)\\n\\nTABLE laptimes (\\n    laptimes.raceid (INTEGER),\\n    laptimes.driverid (INTEGER),\\n    laptimes.lap (INTEGER),\\n    laptimes.position (INTEGER),\\n    laptimes.time (TEXT),\\n    laptimes.milliseconds (INTEGER),\\n)\\n\\nTABLE pitstops (\\n    pitstops.raceid (INTEGER),\\n    pitstops.driverid (INTEGER),\\n    pitstops.stop (INTEGER),\\n    pitstops.lap (INTEGER),\\n    pitstops.time (TEXT),\\n    pitstops.duration (TEXT),\\n    pitstops.milliseconds (INTEGER),\\n)\\n\\nTABLE qualifying (\\n    qualifying.qualifyid (INTEGER),\\n    qualifying.raceid (INTEGER),\\n    qualifying.driverid (INTEGER),\\n    qualifying.constructorid (INTEGER),\\n    qualifying.number (INTEGER),\\n    qualifying.position (INTEGER),\\n    qualifying.q1 (TEXT),\\n    qualifying.q2 (TEXT),\\n    qualifying.q3 (TEXT),\\n)\\n\\nTABLE races (\\n    races.raceid (INTEGER),\\n    races.year (INTEGER),\\n    races.round (INTEGER),\\n    races.circuitid (INTEGER),\\n    races.name (TEXT),\\n    races.date (TEXT),\\n    races.time (TEXT),\\n    races.url (TEXT),\\n)\\n\\nTABLE results (\\n    results.resultid (INTEGER),\\n    results.raceid (INTEGER),\\n    results.driverid (INTEGER),\\n    results.constructorid (INTEGER),\\n    results.number (INTEGER),\\n    results.grid (INTEGER),\\n    results.position (TEXT),\\n    results.positiontext (TEXT),\\n    results.positionorder (INTEGER),\\n    results.points (REAL),\\n    results.laps (TEXT),\\n    results.time (TEXT),\\n    results.milliseconds (TEXT),\\n    results.fastestlap (TEXT),\\n    results.rank (TEXT),\\n    results.fastestlaptime (TEXT),\\n    results.fastestlapspeed (TEXT),\\n    results.statusid (INTEGER),\\n)\\n\\nTABLE seasons (\\n    seasons.year (INTEGER),\\n    seasons.url (TEXT),\\n)\\n\\nTABLE status (\\n    status.statusid (INTEGER),\\n    status.status (TEXT),\\n)\\n\\n\\nPossible JOINs:\\n\\nconstructorresults.raceid = races.raceid\\nconstructorresults.constructorid = constructors.constructorid\\n\\nconstructorstandings.raceid = races.raceid\\nconstructorstandings.constructorid = constructors.constructorid\\n\\ndriverstandings.raceid = races.raceid\\ndriverstandings.driverid = drivers.driverid\\n\\nlaptimes.raceid = races.raceid\\nlaptimes.driverid = drivers.driverid\\n\\npitstops.raceid = races.raceid\\npitstops.driverid = drivers.driverid\\n\\nqualifying.raceid = races.raceid\\nqualifying.driverid = drivers.driverid\\nqualifying.constructorid = constructors.constructorid\\n\\nraces.circuitid = circuits.circuitid\\n\\nresults.raceid = races.raceid\\nresults.driverid = drivers.driverid\\nresults.constructorid = constructors.constructorid\\n\",\n          \"TABLE customers (\\n    customers.customer_id (INTEGER),\\n    customers.customer_name (VARCHAR(80)),\\n    customers.customer_details (VARCHAR(255)),\\n)\\n\\nTABLE invoices (\\n    invoices.invoice_number (INTEGER),\\n    invoices.invoice_date (DATETIME),\\n    invoices.invoice_details (VARCHAR(255)),\\n)\\n\\nTABLE order_items (\\n    order_items.order_item_id (INTEGER),\\n    order_items.product_id (INTEGER),\\n    order_items.order_id (INTEGER),\\n    order_items.order_item_status (VARCHAR(10)),\\n    order_items.order_item_details (VARCHAR(255)),\\n)\\n\\nTABLE orders (\\n    orders.order_id (INTEGER),\\n    orders.customer_id (INTEGER),\\n    orders.order_status (VARCHAR(10)),\\n    orders.date_order_placed (DATETIME),\\n    orders.order_details (VARCHAR(255)),\\n)\\n\\nTABLE products (\\n    products.product_id (INTEGER),\\n    products.product_name (VARCHAR(80)),\\n    products.product_details (VARCHAR(255)),\\n)\\n\\nTABLE shipment_items (\\n    shipment_items.shipment_id (INTEGER),\\n    shipment_items.order_item_id (INTEGER),\\n)\\n\\nTABLE shipments (\\n    shipments.shipment_id (INTEGER),\\n    shipments.order_id (INTEGER),\\n    shipments.invoice_number (INTEGER),\\n    shipments.shipment_tracking_number (VARCHAR(80)),\\n    shipments.shipment_date (DATETIME),\\n    shipments.other_shipment_details (VARCHAR(255)),\\n)\\n\\n\\nPossible JOINs:\\n\\norder_items.product_id = products.product_id\\norder_items.order_id = orders.order_id\\n\\norders.customer_id = customers.customer_id\\n\\nshipment_items.shipment_id = shipments.shipment_id\\nshipment_items.order_item_id = order_items.order_item_id\\n\\nshipments.order_id = orders.order_id\\nshipments.invoice_number = invoices.invoice_number\\n\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"text\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 8647,\n        \"samples\": [\n          \"<|begin_of_text|><|start_header_id|>system<|end_header_id|>\\n\\nCutting Knowledge Date: December 2023\\nToday Date: 06 Oct 2024\\n\\n<|eot_id|><|start_header_id|>user<|end_header_id|>\\n\\n# System:\\nGiven a user question and the schema of a database, your task is to generate an JSON with the the names of tables and columns of the schema that the question is referring to.\\n\\n# Schema:\\n```sql\\nTABLE event (\\n    event.ID (INT),\\n    event.Name (TEXT),\\n    event.Stadium_ID (INT),\\n    event.Year (TEXT),\\n)\\n\\nTABLE record (\\n    record.ID (INT),\\n    record.Result (TEXT),\\n    record.Swimmer_ID (INT),\\n    record.Event_ID (INT),\\n)\\n\\nTABLE stadium (\\n    stadium.ID (INT),\\n    stadium.name (TEXT),\\n    stadium.Capacity (INT),\\n    stadium.City (TEXT),\\n    stadium.Country (TEXT),\\n    stadium.Opening_year (INT),\\n)\\n\\nTABLE swimmer (\\n    swimmer.ID (INT),\\n    swimmer.name (TEXT),\\n    swimmer.Nationality (TEXT),\\n    swimmer.meter_100 (REAL),\\n    swimmer.meter_200 (TEXT),\\n    swimmer.meter_300 (TEXT),\\n    swimmer.meter_400 (TEXT),\\n    swimmer.meter_500 (TEXT),\\n    swimmer.meter_600 (TEXT),\\n    swimmer.meter_700 (TEXT),\\n    swimmer.Time (TEXT),\\n)\\n\\n\\nPossible JOINs:\\n\\nevent.Stadium_ID = stadium.ID\\n\\nrecord.Swimmer_ID = swimmer.ID\\nrecord.Event_ID = event.ID\\n\\n```\\n\\n# Question: Which countries do not have a stadium that was opened after 2006?<|eot_id|><|start_header_id|>assistant<|end_header_id|>\\n\\n```json\\n{ 'stadium': ['ID', 'Country', 'Opening_year'] }\\n```<|eot_id|>\",\n          \"<|begin_of_text|><|start_header_id|>system<|end_header_id|>\\n\\nCutting Knowledge Date: December 2023\\nToday Date: 06 Oct 2024\\n\\n<|eot_id|><|start_header_id|>user<|end_header_id|>\\n\\n# System:\\nGiven a user question and the schema of a database, your task is to generate an JSON with the the names of tables and columns of the schema that the question is referring to.\\n\\n# Schema:\\n```sql\\nTABLE film (\\n    film.Film_ID (INT),\\n    film.Title (TEXT),\\n    film.Studio (TEXT),\\n    film.Director (TEXT),\\n    film.Gross_in_dollar (INT),\\n)\\n\\nTABLE film_market_estimation (\\n    film_market_estimation.Estimation_ID (INT),\\n    film_market_estimation.Low_Estimate (REAL),\\n    film_market_estimation.High_Estimate (REAL),\\n    film_market_estimation.Film_ID (INT),\\n    film_market_estimation.Type (TEXT),\\n    film_market_estimation.Market_ID (INT),\\n    film_market_estimation.Year (INT),\\n)\\n\\nTABLE market (\\n    market.Market_ID (INT),\\n    market.Country (TEXT),\\n    market.Number_cities (INT),\\n)\\n\\n\\nPossible JOINs:\\n\\nfilm_market_estimation.Film_ID = film.Film_ID\\nfilm_market_estimation.Market_ID = market.Market_ID\\n\\n```\\n\\n# Question: How many film are there?<|eot_id|><|start_header_id|>assistant<|end_header_id|>\\n\\n```json\\n{ 'film': ['Film_ID'] }\\n```<|eot_id|>\",\n          \"<|begin_of_text|><|start_header_id|>system<|end_header_id|>\\n\\nCutting Knowledge Date: December 2023\\nToday Date: 06 Oct 2024\\n\\n<|eot_id|><|start_header_id|>user<|end_header_id|>\\n\\n# System:\\nGiven a user question and the schema of a database, your task is to generate an JSON with the the names of tables and columns of the schema that the question is referring to.\\n\\n# Schema:\\n```sql\\nTABLE book (\\n    book.Book_ID (INT),\\n    book.Title (TEXT),\\n    book.Issues (REAL),\\n    book.Writer (TEXT),\\n)\\n\\nTABLE publication (\\n    publication.Publication_ID (INT),\\n    publication.Book_ID (INT),\\n    publication.Publisher (TEXT),\\n    publication.Publication_Date (TEXT),\\n    publication.Price (REAL),\\n)\\n\\n\\nPossible JOINs:\\n\\npublication.Book_ID = book.Book_ID\\n\\n```\\n\\n# Question: Show the title and publication dates of books.<|eot_id|><|start_header_id|>assistant<|end_header_id|>\\n\\n```json\\n{ 'book': ['Book_ID', 'Title'],\\n          'publication': ['Publication_ID', 'Book_ID', 'Publication_Date'] }\\n```<|eot_id|>\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# df['n_tokens'] = df['text'].apply(lambda x: len(tokenizer.encode(x)))"
      ],
      "metadata": {
        "id": "-8OByl30hBp7"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# import seaborn as sns\n",
        "# sns.histplot(df['n_tokens'])"
      ],
      "metadata": {
        "id": "kFMVR-l6hRmx"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "TxrNQ8OGvToc",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "6ba5348c-6d3f-46ff-eed1-2eed5563f39d"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<|begin_of_text|><|start_header_id|>system<|end_header_id|>\n",
            "\n",
            "Cutting Knowledge Date: December 2023\n",
            "Today Date: 06 Oct 2024\n",
            "\n",
            "<|eot_id|><|start_header_id|>user<|end_header_id|>\n",
            "\n",
            "# System:\n",
            "Given a user question and the schema of a database, your task is to generate an JSON with the the names of tables and columns of the schema that the question is referring to.\n",
            "\n",
            "# Schema:\n",
            "```sql\n",
            "TABLE city (\n",
            "    city.City_ID (INT),\n",
            "    city.Official_Name (TEXT),\n",
            "    city.Status (TEXT),\n",
            "    city.Area_km_2 (REAL),\n",
            "    city.Population (REAL),\n",
            "    city.Census_Ranking (TEXT),\n",
            ")\n",
            "\n",
            "TABLE competition_record (\n",
            "    competition_record.Competition_ID (INT),\n",
            "    competition_record.Farm_ID (INT),\n",
            "    competition_record.Rank (INT),\n",
            ")\n",
            "\n",
            "TABLE farm (\n",
            "    farm.Farm_ID (INT),\n",
            "    farm.Year (INT),\n",
            "    farm.Total_Horses (REAL),\n",
            "    farm.Working_Horses (REAL),\n",
            "    farm.Total_Cattle (REAL),\n",
            "    farm.Oxen (REAL),\n",
            "    farm.Bulls (REAL),\n",
            "    farm.Cows (REAL),\n",
            "    farm.Pigs (REAL),\n",
            "    farm.Sheep_and_Goats (REAL),\n",
            ")\n",
            "\n",
            "TABLE farm_competition (\n",
            "    farm_competition.Competition_ID (INT),\n",
            "    farm_competition.Year (INT),\n",
            "    farm_competition.Theme (TEXT),\n",
            "    farm_competition.Host_city_ID (INT),\n",
            "    farm_competition.Hosts (TEXT),\n",
            ")\n",
            "\n",
            "\n",
            "Possible JOINs:\n",
            "\n",
            "competition_record.Competition_ID = farm_competition.Competition_ID\n",
            "competition_record.Farm_ID = farm.Farm_ID\n",
            "\n",
            "farm_competition.Host_city_ID = city.City_ID\n",
            "\n",
            "```\n",
            "\n",
            "# Question: Show the status shared by cities with population bigger than 1500 and smaller than 500.<|eot_id|><|start_header_id|>assistant<|end_header_id|>\n",
            "\n",
            "```json\n",
            "{ 'city': ['City_ID', 'Status', 'Population'] }\n",
            "```<|eot_id|>\n"
          ]
        }
      ],
      "source": [
        "print(df['text'][df.index[50]])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "jgNv1q3IA4J2"
      },
      "outputs": [],
      "source": [
        "_df = pd.DataFrame(columns=['text'])\n",
        "_df['text'] = df.sample(frac=1, random_state=14).reset_index(drop=True)['text']\n",
        "_df = Dataset.from_pandas(_df)\n",
        "_df = _df.train_test_split(test_size=0.01, shuffle=True, seed=14)\n",
        "train_dataset, valid_dataset = _df[\"train\"], _df[\"test\"]"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DWpXeuO_KlLS"
      },
      "source": [
        "### Finetuning"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "0oVpZDj1AXY9",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "d04f2bb9-2071-4632-9315-991cbbee3190"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "The token has not been saved to the git credentials helper. Pass `add_to_git_credential=True` in this function directly or `--add-to-git-credential` if using via `huggingface-cli` if you want to set the git credential as well.\n",
            "Token is valid (permission: write).\n",
            "Your token has been saved to /root/.cache/huggingface/token\n",
            "Login successful\n"
          ]
        }
      ],
      "source": [
        "from huggingface_hub import login, create_repo\n",
        "from google.colab import userdata\n",
        "import wandb\n",
        "import os\n",
        "\n",
        "token = userdata.get('hf_write')\n",
        "login(token=token)\n",
        "set_seed(1234)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "KRhO7UJ-Q4Y8"
      },
      "outputs": [],
      "source": [
        "def find_all_linear_names(model, new_tokens=False):\n",
        "    lora_module_names = set()\n",
        "    for name, module in model.named_modules():\n",
        "        if isinstance(module, bnb.nn.Linear4bit) or isinstance(module, bnb.nn.Linear8bitLt):\n",
        "            names = name.split(\".\")\n",
        "            lora_module_names.add(names[0] if len(names) == 1 else names[-1])\n",
        "    if(new_tokens):\n",
        "      lora_module_names.add(\"lm_head\")\n",
        "    return list(lora_module_names)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "L0qqP5Y9PtRh",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "629c8236-dd0f-426e-d0fe-6f5c8a48fb93"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 7 modules to quantize: ['v_proj', 'k_proj', 'down_proj', 'o_proj', 'q_proj', 'up_proj', 'gate_proj']\n"
          ]
        }
      ],
      "source": [
        "modules = find_all_linear_names(model)\n",
        "print(f\"Found {len(modules)} modules to quantize: {modules}\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "uFUnJrbjPwAT"
      },
      "outputs": [],
      "source": [
        "peft_config = LoraConfig(\n",
        "    lora_alpha=128,\n",
        "    lora_dropout=0.1,\n",
        "    r=64,\n",
        "    target_modules=modules,\n",
        "    # modules_to_save=[\"embed_tokens\"],\n",
        ")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "buh0o2P2jwbx"
      },
      "outputs": [],
      "source": [
        "torch.cuda.empty_cache()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "9bD7ea0F-GQn",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 962,
          "referenced_widgets": [
            "dc8bd27ca9b84b62b57c731352a303d0",
            "c2530e1725cc4b018a99653c4eb4933e",
            "55f387e89a5d4b7e853b37d84afcd1cd",
            "4040a326db144e9bafc67559ee62a7f3",
            "dda83cb5d6a142daa92066d798fb97f4",
            "582f52361e24439cbca1c0dd8b3404a2",
            "454ca5ed1f174c7e963ceed24bc1421a",
            "c102c8b8e0dc4572a4ef35961b42b1f6",
            "ff05f7cff8f247bc929f22c14bd6f92a",
            "e4f72f6bc0594ee8bffa0329cf62bba9",
            "06179c34c4804f0c8ff108b798689bec",
            "77038128d6e944deae2af32eb677449e",
            "5800981359204965ba4dfb7a1d419432",
            "4c4ef400f89c46f99c2df4f06189e147",
            "670030d7ffbc4c39a956857add879b83",
            "c40f294f685a4b679dffab690e807cee",
            "c577ecc5f3ba427b90e1bdca154d1198",
            "e6c2e5e9ad8a48e09d9353f7fffa055d",
            "4c3e612a35204d1598abe300663dff38",
            "deccebe138854db9be828865e4c3716f",
            "ba65167372d340b79bb5ceb0c425f3f1",
            "3f1cf303cd9b4dfab693087e1e5f880e"
          ]
        },
        "outputId": "40b55b07-0551-45f2-a649-f85ce3035a25"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/huggingface_hub/utils/_deprecation.py:100: FutureWarning: Deprecated argument(s) used in '__init__': dataset_text_field, max_seq_length. Will not be supported from version '1.0.0'.\n",
            "\n",
            "Deprecated positional argument(s) used in SFTTrainer, please use the SFTConfig to set these arguments instead.\n",
            "  warnings.warn(message, FutureWarning)\n",
            "/usr/local/lib/python3.10/dist-packages/trl/trainer/sft_trainer.py:283: UserWarning: You passed a `max_seq_length` argument to the SFTTrainer, the value you passed will override the one in the `SFTConfig`.\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.10/dist-packages/trl/trainer/sft_trainer.py:321: UserWarning: You passed a `dataset_text_field` argument to the SFTTrainer, the value you passed will override the one in the `SFTConfig`.\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Map:   0%|          | 0/8569 [00:00<?, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "dc8bd27ca9b84b62b57c731352a303d0"
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          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Map:   0%|          | 0/87 [00:00<?, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "77038128d6e944deae2af32eb677449e"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/accelerate/accelerator.py:494: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead.\n",
            "  self.scaler = torch.cuda.amp.GradScaler(**kwargs)\n",
            "/usr/local/lib/python3.10/dist-packages/transformers/trainer.py:3262: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n",
            "  torch.load(os.path.join(checkpoint, OPTIMIZER_NAME), map_location=map_location)\n",
            "Warning: The following arguments do not match the ones in the `trainer_state.json` within the checkpoint directory: \n",
            "\tlogging_steps: 200 (from args) != 500 (from trainer_state.json)\n",
            "\teval_steps: 200 (from args) != 500 (from trainer_state.json)\n",
            "\tsave_steps: 200 (from args) != 500 (from trainer_state.json)\n",
            "/usr/local/lib/python3.10/dist-packages/transformers/trainer.py:2944: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n",
            "  checkpoint_rng_state = torch.load(rng_file)\n",
            "`use_cache=True` is incompatible with gradient checkpointing. Setting `use_cache=False`.\n",
            "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/eval_frame.py:600: UserWarning: torch.utils.checkpoint: the use_reentrant parameter should be passed explicitly. In version 2.4 we will raise an exception if use_reentrant is not passed. use_reentrant=False is recommended, but if you need to preserve the current default behavior, you can pass use_reentrant=True. Refer to docs for more details on the differences between the two variants.\n",
            "  return fn(*args, **kwargs)\n",
            "/usr/local/lib/python3.10/dist-packages/torch/utils/checkpoint.py:295: FutureWarning: `torch.cpu.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cpu', args...)` instead.\n",
            "  with torch.enable_grad(), device_autocast_ctx, torch.cpu.amp.autocast(**ctx.cpu_autocast_kwargs):  # type: ignore[attr-defined]\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "    <div>\n",
              "      \n",
              "      <progress value='5355' max='5355' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
              "      [5355/5355 3:08:50, Epoch 4/5]\n",
              "    </div>\n",
              "    <table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              " <tr style=\"text-align: left;\">\n",
              "      <th>Step</th>\n",
              "      <th>Training Loss</th>\n",
              "      <th>Validation Loss</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <td>3500</td>\n",
              "      <td>0.043200</td>\n",
              "      <td>0.089476</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4000</td>\n",
              "      <td>0.045200</td>\n",
              "      <td>0.088962</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4500</td>\n",
              "      <td>0.040600</td>\n",
              "      <td>0.094356</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5000</td>\n",
              "      <td>0.036300</td>\n",
              "      <td>0.095612</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table><p>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/eval_frame.py:600: UserWarning: torch.utils.checkpoint: the use_reentrant parameter should be passed explicitly. In version 2.4 we will raise an exception if use_reentrant is not passed. use_reentrant=False is recommended, but if you need to preserve the current default behavior, you can pass use_reentrant=True. Refer to docs for more details on the differences between the two variants.\n",
            "  return fn(*args, **kwargs)\n",
            "/usr/local/lib/python3.10/dist-packages/torch/utils/checkpoint.py:295: FutureWarning: `torch.cpu.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cpu', args...)` instead.\n",
            "  with torch.enable_grad(), device_autocast_ctx, torch.cpu.amp.autocast(**ctx.cpu_autocast_kwargs):  # type: ignore[attr-defined]\n",
            "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/eval_frame.py:600: UserWarning: torch.utils.checkpoint: the use_reentrant parameter should be passed explicitly. In version 2.4 we will raise an exception if use_reentrant is not passed. use_reentrant=False is recommended, but if you need to preserve the current default behavior, you can pass use_reentrant=True. Refer to docs for more details on the differences between the two variants.\n",
            "  return fn(*args, **kwargs)\n",
            "/usr/local/lib/python3.10/dist-packages/torch/utils/checkpoint.py:295: FutureWarning: `torch.cpu.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cpu', args...)` instead.\n",
            "  with torch.enable_grad(), device_autocast_ctx, torch.cpu.amp.autocast(**ctx.cpu_autocast_kwargs):  # type: ignore[attr-defined]\n",
            "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/eval_frame.py:600: UserWarning: torch.utils.checkpoint: the use_reentrant parameter should be passed explicitly. In version 2.4 we will raise an exception if use_reentrant is not passed. use_reentrant=False is recommended, but if you need to preserve the current default behavior, you can pass use_reentrant=True. Refer to docs for more details on the differences between the two variants.\n",
            "  return fn(*args, **kwargs)\n",
            "/usr/local/lib/python3.10/dist-packages/torch/utils/checkpoint.py:295: FutureWarning: `torch.cpu.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cpu', args...)` instead.\n",
            "  with torch.enable_grad(), device_autocast_ctx, torch.cpu.amp.autocast(**ctx.cpu_autocast_kwargs):  # type: ignore[attr-defined]\n",
            "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/eval_frame.py:600: UserWarning: torch.utils.checkpoint: the use_reentrant parameter should be passed explicitly. In version 2.4 we will raise an exception if use_reentrant is not passed. use_reentrant=False is recommended, but if you need to preserve the current default behavior, you can pass use_reentrant=True. Refer to docs for more details on the differences between the two variants.\n",
            "  return fn(*args, **kwargs)\n",
            "/usr/local/lib/python3.10/dist-packages/torch/utils/checkpoint.py:295: FutureWarning: `torch.cpu.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cpu', args...)` instead.\n",
            "  with torch.enable_grad(), device_autocast_ctx, torch.cpu.amp.autocast(**ctx.cpu_autocast_kwargs):  # type: ignore[attr-defined]\n"
          ]
        }
      ],
      "source": [
        "steps=250\n",
        "strategy=\"steps\"\n",
        "\n",
        "trainer = SFTTrainer(\n",
        "    model= model,\n",
        "    tokenizer=tokenizer,\n",
        "\n",
        "    train_dataset=train_dataset,\n",
        "    eval_dataset=valid_dataset,\n",
        "\n",
        "    peft_config=peft_config,\n",
        "\n",
        "    dataset_text_field=\"text\",\n",
        "    max_seq_length=2048,\n",
        "    args= TrainingArguments(\n",
        "      output_dir=\"out\",\n",
        "\n",
        "      save_strategy=strategy,\n",
        "      save_steps= steps,\n",
        "\n",
        "      logging_strategy=strategy,\n",
        "      logging_steps=steps,\n",
        "      logging_dir=\"out/logs\",\n",
        "\n",
        "      eval_strategy=strategy,\n",
        "      eval_steps=steps,\n",
        "\n",
        "      num_train_epochs=5,\n",
        "      per_device_train_batch_size=1,\n",
        "      per_device_eval_batch_size=1,\n",
        "      gradient_accumulation_steps=8,\n",
        "      gradient_checkpointing=True,\n",
        "      fp16=True,\n",
        "      bf16=False,\n",
        "\n",
        "      optim=\"paged_adamw_8bit\",\n",
        "      learning_rate=1e-4,\n",
        "      weight_decay=0.001,\n",
        "      max_grad_norm=0.3,\n",
        "      max_steps=-1,\n",
        "      warmup_ratio=0.03,\n",
        "      group_by_length=True,\n",
        "      lr_scheduler_type=\"cosine\",\n",
        "      seed= seed,\n",
        "\n",
        "\n",
        "      report_to=[\"tensorboard\"],\n",
        "      push_to_hub=True,\n",
        "      hub_strategy=\"all_checkpoints\",\n",
        "      hub_model_id=out_name,\n",
        "\n",
        "      label_names=[\"labels\"]\n",
        "  )\n",
        "\n",
        ")\n",
        "if(prev_checkpoint != None):\n",
        "    trainer.train(f\"out/{prev_checkpoint}\")\n",
        "else:\n",
        "    trainer.train()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "i39Ov4dsGv77",
        "colab": {
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          "height": 52
        },
        "outputId": "c81f4ab3-7d7f-46ba-85f8-6d392181c60c"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "CommitInfo(commit_url='https://huggingface.co/lleticiasilvaa/Llama-3.2-1B-Instruct-SchemaLinking-v1/commit/3c39d6fe35ee293b98d49fa0cbc2cf7d1c498844', commit_message='End of training', commit_description='', oid='3c39d6fe35ee293b98d49fa0cbc2cf7d1c498844', pr_url=None, pr_revision=None, pr_num=None)"
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              "type": "string"
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          },
          "metadata": {},
          "execution_count": 23
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      ],
      "source": [
        "trainer.push_to_hub()"
      ]
    }
  ],
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    "accelerator": "GPU",
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