{
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      "nbconvert_exporter": "python",
      "file_extension": ".py"
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    "kaggle": {
      "accelerator": "none",
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      "dockerImageVersionId": 30918,
      "isInternetEnabled": true,
      "language": "python",
      "sourceType": "notebook",
      "isGpuEnabled": false
    },
    "colab": {
      "name": "“20250406.msmarco处理",
      "provenance": []
    }
  },
  "nbformat_minor": 0,
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  "cells": [
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "\n",
        "df_corpus = pd.read_json(\"hf://datasets/mteb/msmarco/corpus.jsonl\", lines=True)\n",
        "\n",
        "df_queries = pd.read_json(\"hf://datasets/mteb/msmarco/queries.jsonl\", lines=True)\n",
        "\n",
        "splits = {'train': 'qrels/train.jsonl', 'dev': 'qrels/dev.jsonl', 'test': 'qrels/test.jsonl'}\n",
        "df_qrels_train = pd.read_json(\"hf://datasets/mteb/msmarco/\" + splits[\"train\"], lines=True)\n",
        "df_qrels_dev = pd.read_json(\"hf://datasets/mteb/msmarco/\" + splits[\"dev\"], lines=True)\n",
        "df_qrels_test = pd.read_json(\"hf://datasets/mteb/msmarco/\" + splits[\"test\"], lines=True)"
      ],
      "metadata": {
        "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
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        "trusted": true,
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      "outputs": [],
      "execution_count": null
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    {
      "cell_type": "code",
      "source": [
        "df_corpus"
      ],
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        "trusted": true,
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        {
          "execution_count": 2,
          "output_type": "execute_result",
          "data": {
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          },
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      "cell_type": "code",
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          "data": {
            "text/plain": "            _id                                               text\n0       1185869  )what was the immediate impact of the success ...\n1       1185868  _________ justice is designed to repair the ha...\n2        597651                          what color is amber urine\n3        403613  is autoimmune hepatitis a bile acid synthesis ...\n4       1183785                                     elegxo meaning\n...         ...                                                ...\n509957   147073  difference between discrete and process manufa...\n509958   243761                 how long did abraham lincoln serve\n509959   162662       does adult acne rosacea give you blepharitis\n509960   247194                       how long do you bake muffins\n509961   195199                                     glioma meaning\n\n[509962 rows x 2 columns]",
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          },
          "metadata": {}
        }
      ],
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    {
      "cell_type": "code",
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        "trusted": true,
        "execution": {
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        {
          "execution_count": 5,
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          "data": {
            "text/plain": "        query-id  corpus-id  score\n0        1185869          0      1\n1        1185868         16      1\n2         597651         49      1\n3         403613         60      1\n4        1183785        389      1\n...          ...        ...    ...\n532746     19285    8841362      1\n532747    558837    4989159      1\n532748    559149    8841547      1\n532749    706678    8841643      1\n532750    405466    8841735      1\n\n[532751 rows x 3 columns]",
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          },
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    {
      "cell_type": "code",
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        "df_qrels_dev"
      ],
      "metadata": {
        "trusted": true,
        "execution": {
          "iopub.status.busy": "2025-04-06T09:23:50.855651Z",
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        {
          "execution_count": 6,
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          "data": {
            "text/plain": "      query-id  corpus-id  score\n0       300674    7067032      1\n1       125705    7067056      1\n2        94798    7067181      1\n3         9083    7067274      1\n4       174249    7067348      1\n...        ...        ...    ...\n7432    147073    8008770      1\n7433    243761    8008787      1\n7434    162662    8008977      1\n7435    247194    8009319      1\n7436    195199    8009377      1\n\n[7437 rows x 3 columns]",
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          },
          "metadata": {}
        }
      ],
      "execution_count": null
    },
    {
      "cell_type": "code",
      "source": [
        "df_qrels_test"
      ],
      "metadata": {
        "trusted": true,
        "execution": {
          "iopub.status.busy": "2025-04-06T09:23:59.489691Z",
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        },
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        "outputId": "9ef08f2b-b832-4c71-ca8c-685f92092772"
      },
      "outputs": [
        {
          "execution_count": 7,
          "output_type": "execute_result",
          "data": {
            "text/plain": "      query-id  corpus-id  score\n0        19335    1017759      0\n1        19335    1082489      0\n2        19335     109063      0\n3        19335    1160863      0\n4        19335    1160871      0\n...        ...        ...    ...\n9255   1133167    8839920      2\n9256   1133167    8839922      2\n9257   1133167     944810      0\n9258   1133167     949411      0\n9259   1133167     977421      0\n\n[9260 rows x 3 columns]",
            "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>query-id</th>\n      <th>corpus-id</th>\n      <th>score</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>19335</td>\n      <td>1017759</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>19335</td>\n      <td>1082489</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>19335</td>\n      <td>109063</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>19335</td>\n      <td>1160863</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>19335</td>\n      <td>1160871</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>9255</th>\n      <td>1133167</td>\n      <td>8839920</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>9256</th>\n      <td>1133167</td>\n      <td>8839922</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>9257</th>\n      <td>1133167</td>\n      <td>944810</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>9258</th>\n      <td>1133167</td>\n      <td>949411</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>9259</th>\n      <td>1133167</td>\n      <td>977421</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n<p>9260 rows × 3 columns</p>\n</div>"
          },
          "metadata": {}
        }
      ],
      "execution_count": null
    },
    {
      "cell_type": "code",
      "source": [
        "df_qrels_train['query-id'].value_counts()"
      ],
      "metadata": {
        "trusted": true,
        "execution": {
          "iopub.status.busy": "2025-04-06T09:27:02.375382Z",
          "iopub.execute_input": "2025-04-06T09:27:02.375802Z",
          "iopub.status.idle": "2025-04-06T09:27:02.472982Z",
          "shell.execute_reply.started": "2025-04-06T09:27:02.375765Z",
          "shell.execute_reply": "2025-04-06T09:27:02.471956Z"
        },
        "id": "ZzPvmtlZgb-y",
        "outputId": "0a7543b8-5619-4cbc-ba38-270b6d2567de"
      },
      "outputs": [
        {
          "execution_count": 8,
          "output_type": "execute_result",
          "data": {
            "text/plain": "query-id\n574458     7\n913949     7\n199730     7\n49751      7\n47866      7\n          ..\n384305     1\n979676     1\n1042805    1\n948363     1\n405466     1\nName: count, Length: 502939, dtype: int64"
          },
          "metadata": {}
        }
      ],
      "execution_count": null
    },
    {
      "cell_type": "code",
      "source": [
        "df_corpus_rn = df_corpus[['_id', 'text']].rename(columns={\"_id\": \"corpus-id\",\"text\": \"corpus\"})\n",
        "print(df_corpus_rn)\n",
        "df_queries_rn = df_queries[['_id', 'text']].rename(columns={\"_id\": \"query-id\",\"text\": \"query\"})\n",
        "print(df_queries_rn)\n"
      ],
      "metadata": {
        "trusted": true,
        "execution": {
          "iopub.status.busy": "2025-04-06T09:30:25.893358Z",
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        },
        "id": "gVdV-v4sgb-y",
        "outputId": "70059fab-b036-470b-a738-069ba611d15e"
      },
      "outputs": [
        {
          "name": "stdout",
          "text": "         corpus-id                                             corpus\n0                0  The presence of communication amid scientific ...\n1                1  The Manhattan Project and its atomic bomb help...\n2                2  Essay on The Manhattan Project - The Manhattan...\n3                3  The Manhattan Project was the name for a proje...\n4                4  versions of each volume as well as complementa...\n...            ...                                                ...\n8841818    8841818  When metal salts emit short wavelengths of vis...\n8841819    8841819  Thousands of people across the United States w...\n8841820    8841820  The recipe that creates blue, for example, inc...\n8841821    8841821  On Independence Days of yore, old-timey crowds...\n8841822    8841822  View full size image. Behind the scenes of the...\n\n[8841823 rows x 2 columns]\n        query-id                                              query\n0        1185869  )what was the immediate impact of the success ...\n1        1185868  _________ justice is designed to repair the ha...\n2         597651                          what color is amber urine\n3         403613  is autoimmune hepatitis a bile acid synthesis ...\n4        1183785                                     elegxo meaning\n...          ...                                                ...\n509957    147073  difference between discrete and process manufa...\n509958    243761                 how long did abraham lincoln serve\n509959    162662       does adult acne rosacea give you blepharitis\n509960    247194                       how long do you bake muffins\n509961    195199                                     glioma meaning\n\n[509962 rows x 2 columns]\n",
          "output_type": "stream"
        }
      ],
      "execution_count": null
    },
    {
      "cell_type": "code",
      "source": [
        "df_qrels_train_final = df_qrels_train.merge(df_corpus_rn, on='corpus-id', how=\"left\").merge(df_queries_rn, on='query-id', how=\"left\")\n",
        "print(df_qrels_train_final)\n",
        "print()\n",
        "df_qrels_dev_final = df_qrels_dev.merge(df_corpus_rn, on='corpus-id', how=\"left\").merge(df_queries_rn, on='query-id', how=\"left\")\n",
        "print(df_qrels_dev_final)\n",
        "print()\n",
        "df_qrels_test_final = df_qrels_test.merge(df_corpus_rn, on='corpus-id', how=\"left\").merge(df_queries_rn, on='query-id', how=\"left\")\n",
        "print(df_qrels_test_final)"
      ],
      "metadata": {
        "trusted": true,
        "execution": {
          "iopub.status.busy": "2025-04-06T09:33:28.433846Z",
          "iopub.execute_input": "2025-04-06T09:33:28.434207Z",
          "iopub.status.idle": "2025-04-06T09:33:33.572173Z",
          "shell.execute_reply.started": "2025-04-06T09:33:28.43418Z",
          "shell.execute_reply": "2025-04-06T09:33:33.570969Z"
        },
        "id": "YKw-nZ2tgb-y",
        "outputId": "d78d3cb6-652f-49a3-d970-99541d082756"
      },
      "outputs": [
        {
          "name": "stdout",
          "text": "        query-id  corpus-id  score  \\\n0        1185869          0      1   \n1        1185868         16      1   \n2         597651         49      1   \n3         403613         60      1   \n4        1183785        389      1   \n...          ...        ...    ...   \n532746     19285    8841362      1   \n532747    558837    4989159      1   \n532748    559149    8841547      1   \n532749    706678    8841643      1   \n532750    405466    8841735      1   \n\n                                                   corpus  \\\n0       The presence of communication amid scientific ...   \n1       The approach is based on a theory of justice t...   \n2       Color—urine can be a variety of colors, most...   \n3       Inborn errors of bile acid synthesis can produ...   \n4       The word convict here (elegcw /elegxo) means t...   \n...                                                   ...   \n532746  What is Anterolisthesis? Anterolisthesis is de...   \n532747  Fly fishing in a river. Fly fishing is an angl...   \n532748  FSH and LH levels in perimenopause are often f...   \n532749  Yowie is one of several names given to a homin...   \n532750  Carbonic acid is unstable and decomposes to CO...   \n\n                                                    query  \n0       )what was the immediate impact of the success ...  \n1       _________ justice is designed to repair the ha...  \n2                               what color is amber urine  \n3       is autoimmune hepatitis a bile acid synthesis ...  \n4                                          elegxo meaning  \n...                                                   ...  \n532746                         anterolisthesis definition  \n532747                             what are fishing flies  \n532748           what are fsh levels during perimenopause  \n532749                                    what is a yowie  \n532750                           is carbonic acid soluble  \n\n[532751 rows x 5 columns]\n\n      query-id  corpus-id  score  \\\n0       300674    7067032      1   \n1       125705    7067056      1   \n2        94798    7067181      1   \n3         9083    7067274      1   \n4       174249    7067348      1   \n...        ...        ...    ...   \n7432    147073    8008770      1   \n7433    243761    8008787      1   \n7434    162662    8008977      1   \n7435    247194    8009319      1   \n7436    195199    8009377      1   \n\n                                                 corpus  \\\n0     http://en.wikipedia.org/wiki/William_Bradford_...   \n1     Adjective[edit] preventive ‎(comparative mor...   \n2     Photoshop: color overlay. In my sunlight touch...   \n3     TRUE. Hippocrates is considered the father of ...   \n4     How to create a PaySlip using a printer: 1  Lo...   \n...                                                 ...   \n7432  Process Manufacturing involves Variable Ingred...   \n7433  Abraham Lincoln served as president from March...   \n7434  Rosacea is a facial skin condition that can ca...   \n7435  1 Bake at 425F degrees for 5 minutes. 2  Reduc...   \n7436  Webster Dictionary (0.00 / 0 votes) Rate this ...   \n\n                                                  query  \n0     how many years did william bradford serve as g...  \n1                                     define preventive  \n2                               color overlay photoshop  \n3     ____________________ is considered the father ...  \n4     does xpress bet charge to deposit money in you...  \n...                                                 ...  \n7432  difference between discrete and process manufa...  \n7433                 how long did abraham lincoln serve  \n7434       does adult acne rosacea give you blepharitis  \n7435                       how long do you bake muffins  \n7436                                     glioma meaning  \n\n[7437 rows x 5 columns]\n\n      query-id  corpus-id  score  \\\n0        19335    1017759      0   \n1        19335    1082489      0   \n2        19335     109063      0   \n3        19335    1160863      0   \n4        19335    1160871      0   \n...        ...        ...    ...   \n9255   1133167    8839920      2   \n9256   1133167    8839922      2   \n9257   1133167     944810      0   \n9258   1133167     949411      0   \n9259   1133167     977421      0   \n\n                                                 corpus  \\\n0     Man and environment reciprocal relationship. T...   \n1     Ethnographic research is a qualitative method ...   \n2     1. Identify the fields of anthropology and maj...   \n3     Human impact on the environment. Human impact ...   \n4     Human impact on the environment. Human impact ...   \n...                                                 ...   \n9255  Weather In Ocho Rios Jamaica - Spring (March, ...   \n9256  What's the best time to travel to Ocho Rios in...   \n9257  Cairo Yearly Weather Summary. Cairo has an ari...   \n9258  The average high temperature reaches 90 degree...   \n9259  More trip calculations. 1  flight time from Mi...   \n\n                                          query  \n0     anthropological definition of environment  \n1     anthropological definition of environment  \n2     anthropological definition of environment  \n3     anthropological definition of environment  \n4     anthropological definition of environment  \n...                                         ...  \n9255              how is the weather in jamaica  \n9256              how is the weather in jamaica  \n9257              how is the weather in jamaica  \n9258              how is the weather in jamaica  \n9259              how is the weather in jamaica  \n\n[9260 rows x 5 columns]\n",
          "output_type": "stream"
        }
      ],
      "execution_count": null
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 数据集处理\n",
        "query作为cond\n",
        "corpus作为group\n",
        "只处理train和dev,test先不管"
      ],
      "metadata": {
        "id": "UpHjFx16gb-y"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def handle(row):\n",
        "    # query_id = row[0]\n",
        "    cond = row[1]['query'].tolist()[0]\n",
        "    group = row[1]['corpus'].tolist()\n",
        "    return (cond, group)\n"
      ],
      "metadata": {
        "trusted": true,
        "execution": {
          "iopub.status.busy": "2025-04-06T09:37:11.62826Z",
          "iopub.execute_input": "2025-04-06T09:37:11.628583Z",
          "iopub.status.idle": "2025-04-06T09:37:11.633852Z",
          "shell.execute_reply.started": "2025-04-06T09:37:11.628556Z",
          "shell.execute_reply": "2025-04-06T09:37:11.632279Z"
        },
        "id": "iEiQcfzUgb-z"
      },
      "outputs": [],
      "execution_count": null
    },
    {
      "cell_type": "markdown",
      "source": [
        "### train"
      ],
      "metadata": {
        "id": "71O78ERCgb-z"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "name_group_list_train = [(name[0], group) for name, group in df_qrels_train_final.groupby(['query-id'])]\n",
        "print(len(name_group_list_train))\n",
        "print(len(name_group_list_train[0][1]))\n",
        "print(name_group_list_train[1][1])\n",
        "print(len(name_group_list_train[1][1]))\n",
        "\n",
        "print(\"过滤后\")\n",
        "name_group_list_train_filter = list(filter(lambda _: len(_[1]) > 1, name_group_list_train))\n",
        "print(len(name_group_list_train_filter))\n",
        "print(len(name_group_list_train_filter[0][1]))\n",
        "print(name_group_list_train_filter[1][1])\n",
        "print(len(name_group_list_train_filter[1][1]))"
      ],
      "metadata": {
        "trusted": true,
        "execution": {
          "iopub.status.busy": "2025-04-06T09:38:51.057346Z",
          "iopub.execute_input": "2025-04-06T09:38:51.057702Z",
          "iopub.status.idle": "2025-04-06T09:39:15.549519Z",
          "shell.execute_reply.started": "2025-04-06T09:38:51.05767Z",
          "shell.execute_reply": "2025-04-06T09:39:15.54838Z"
        },
        "id": "PpyOvz7xgb-0",
        "outputId": "46b0f70b-0e13-4a26-96a4-86a8bd14ae3c"
      },
      "outputs": [
        {
          "name": "stdout",
          "text": "502939\n1\n        query-id  corpus-id  score  \\\n395137         4    5613529      1   \n\n                                                   corpus  \\\n395137  The formation of AA – Alcoholics Anonymous â...   \n\n                                                    query  \n395137   Defining alcoholism as a disease is associate...  \n1\n过滤后\n25352\n2\n        query-id  corpus-id  score  \\\n280941       374    4086051      1   \n280942       374    4086052      1   \n280943       374    4086057      1   \n\n                                                   corpus  \\\n280941  Quick Answer. The Internet was created essenti...   \n280942  2003-06-30: the World Wide Web was invented by...   \n280943  Tim Berners-Lee. The first web browser - or br...   \n\n                                                    query  \n280941  . what is the world wide web, when was it crea...  \n280942  . what is the world wide web, when was it crea...  \n280943  . what is the world wide web, when was it crea...  \n3\n",
          "output_type": "stream"
        }
      ],
      "execution_count": null
    },
    {
      "cell_type": "code",
      "source": [
        "result_train = list(map(handle, name_group_list_train_filter))\n",
        "result_train_df = pd.DataFrame(result_train, columns=['condition', 'group'])\n",
        "result_train_df"
      ],
      "metadata": {
        "trusted": true,
        "execution": {
          "iopub.status.busy": "2025-04-06T09:40:31.639048Z",
          "iopub.execute_input": "2025-04-06T09:40:31.639405Z",
          "iopub.status.idle": "2025-04-06T09:40:33.318217Z",
          "shell.execute_reply.started": "2025-04-06T09:40:31.639376Z",
          "shell.execute_reply": "2025-04-06T09:40:33.317132Z"
        },
        "id": "mvn7K7fEgb-0",
        "outputId": "67b09522-42e3-46b8-dfcd-7a5501727462"
      },
      "outputs": [
        {
          "execution_count": 21,
          "output_type": "execute_result",
          "data": {
            "text/plain": "                                               condition  \\\n0                               +pregnant woman symptoms   \n1      . what is the world wide web, when was it crea...   \n2                  12 centimeters equals how many inches   \n3                            1984 buick regal gear ratio   \n4                             2% milk calories per glass   \n...                                                  ...   \n25347  why does carpal tunnel syndrome and the little...   \n25348                             why do you need a will   \n25349                          why do thunderstorms form   \n25350                   why do the english say leftenant   \n25351                        why did us declare war when   \n\n                                                   group  \n0      [Although the CDC states that pregnant women a...  \n1      [Quick Answer. The Internet was created essent...  \n2      [12 cm x (1 in./2.54 cm) = 4.7 inches multiply...  \n3      [Read more. Although they are not listed speci...  \n4      [An 8 ounce glass of whole milk contains appro...  \n...                                                  ...  \n25347  [Carpal tunnel syndrome can cause tingling, nu...  \n25348  [If you want to leave any part of your assets ...  \n25349  [How do they form? Thunderstorms are formed by...  \n25350  [It's only the difference in pronunciation. In...  \n25351  [The United States declared war on Germany for...  \n\n[25352 rows x 2 columns]",
            "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>condition</th>\n      <th>group</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>+pregnant woman symptoms</td>\n      <td>[Although the CDC states that pregnant women a...</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>. what is the world wide web, when was it crea...</td>\n      <td>[Quick Answer. The Internet was created essent...</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>12 centimeters equals how many inches</td>\n      <td>[12 cm x (1 in./2.54 cm) = 4.7 inches multiply...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>1984 buick regal gear ratio</td>\n      <td>[Read more. Although they are not listed speci...</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>2% milk calories per glass</td>\n      <td>[An 8 ounce glass of whole milk contains appro...</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>25347</th>\n      <td>why does carpal tunnel syndrome and the little...</td>\n      <td>[Carpal tunnel syndrome can cause tingling, nu...</td>\n    </tr>\n    <tr>\n      <th>25348</th>\n      <td>why do you need a will</td>\n      <td>[If you want to leave any part of your assets ...</td>\n    </tr>\n    <tr>\n      <th>25349</th>\n      <td>why do thunderstorms form</td>\n      <td>[How do they form? Thunderstorms are formed by...</td>\n    </tr>\n    <tr>\n      <th>25350</th>\n      <td>why do the english say leftenant</td>\n      <td>[It's only the difference in pronunciation. In...</td>\n    </tr>\n    <tr>\n      <th>25351</th>\n      <td>why did us declare war when</td>\n      <td>[The United States declared war on Germany for...</td>\n    </tr>\n  </tbody>\n</table>\n<p>25352 rows × 2 columns</p>\n</div>"
          },
          "metadata": {}
        }
      ],
      "execution_count": null
    },
    {
      "cell_type": "code",
      "source": [
        "sum(map(lambda _: len(_[1]), name_group_list_train_filter))"
      ],
      "metadata": {
        "trusted": true,
        "execution": {
          "iopub.status.busy": "2025-04-06T09:49:01.525313Z",
          "iopub.execute_input": "2025-04-06T09:49:01.525673Z",
          "iopub.status.idle": "2025-04-06T09:49:01.68355Z",
          "shell.execute_reply.started": "2025-04-06T09:49:01.525648Z",
          "shell.execute_reply": "2025-04-06T09:49:01.682423Z"
        },
        "id": "igGbXGZEgb-0",
        "outputId": "c630715d-e72b-4e48-fb59-c6f7d28fa091"
      },
      "outputs": [
        {
          "execution_count": 31,
          "output_type": "execute_result",
          "data": {
            "text/plain": "55164"
          },
          "metadata": {}
        }
      ],
      "execution_count": null
    },
    {
      "cell_type": "markdown",
      "source": [
        "### test"
      ],
      "metadata": {
        "id": "yT4dp3i0gb-0"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "name_group_list_dev = [(name[0], group) for name, group in df_qrels_dev_final.groupby(['query-id'])]\n",
        "print(len(name_group_list_dev))\n",
        "print(len(name_group_list_dev[0][1]))\n",
        "print(name_group_list_dev[1][1])\n",
        "print(len(name_group_list_dev[1][1]))\n",
        "\n",
        "print(\"过滤后\")\n",
        "name_group_list_dev_filter = list(filter(lambda _: len(_[1]) > 1, name_group_list_dev))\n",
        "print(len(name_group_list_dev_filter))\n",
        "print(len(name_group_list_dev_filter[0][1]))\n",
        "print(name_group_list_dev_filter[1][1])\n",
        "print(len(name_group_list_dev_filter[1][1]))"
      ],
      "metadata": {
        "trusted": true,
        "execution": {
          "iopub.status.busy": "2025-04-06T09:42:06.63411Z",
          "iopub.execute_input": "2025-04-06T09:42:06.634475Z",
          "iopub.status.idle": "2025-04-06T09:42:06.768768Z",
          "shell.execute_reply.started": "2025-04-06T09:42:06.634446Z",
          "shell.execute_reply": "2025-04-06T09:42:06.767698Z"
        },
        "id": "Id-dKaMkgb-1",
        "outputId": "d50d6998-beb4-489e-f9d4-3f3156424221"
      },
      "outputs": [
        {
          "name": "stdout",
          "text": "6980\n1\n      query-id  corpus-id  score  \\\n2655      1215    7395960      1   \n\n                                                 corpus  \\\n2655  In Canada, there are 3 levels of government. E...   \n\n                                                  query  \n2655  3 levels of government in canada and their res...  \n1\n过滤后\n390\n2\n      query-id  corpus-id  score  \\\n4136      4947    7581255      1   \n4137      4947    7581263      1   \n\n                                                 corpus               query  \n4136  $25 Million. Ludacris net worth: Award winning...  Ludacris Net Worth  \n4137  Ludacris net worth is estimated at $25 million...  Ludacris Net Worth  \n2\n",
          "output_type": "stream"
        }
      ],
      "execution_count": null
    },
    {
      "cell_type": "code",
      "source": [
        "result_dev = list(map(handle, name_group_list_dev_filter))\n",
        "result_dev_df = pd.DataFrame(result_dev, columns=['condition', 'group'])\n",
        "result_dev_df"
      ],
      "metadata": {
        "trusted": true,
        "execution": {
          "iopub.status.busy": "2025-04-06T09:43:09.323632Z",
          "iopub.execute_input": "2025-04-06T09:43:09.324034Z",
          "iopub.status.idle": "2025-04-06T09:43:09.358933Z",
          "shell.execute_reply.started": "2025-04-06T09:43:09.324002Z",
          "shell.execute_reply": "2025-04-06T09:43:09.357829Z"
        },
        "id": "SWhMrWLigb-1",
        "outputId": "23a401b0-c8be-4da8-e9cb-7227e06973bb"
      },
      "outputs": [
        {
          "execution_count": 23,
          "output_type": "execute_result",
          "data": {
            "text/plain": "                                             condition  \\\n0    Explain what a bone scan is and what it is use...   \n1                                   Ludacris Net Worth   \n2        age not to take off shoes at airline security   \n3                  aplastic anemia causes and symptoms   \n4                               asus phones price list   \n..                                                 ...   \n385                         hazel haskett in real life   \n386                    foods to keep constipation away   \n387                         effects of using pedialyte   \n388                                diff types of fuses   \n389                             definition of shagreen   \n\n                                                 group  \n0    [Why It Is Done. A bone scan is done to: 1  Fi...  \n1    [$25 Million. Ludacris net worth: Award winnin...  \n2    [It’s a victory for old soles. Travelers ove...  \n3    [Symptoms and Complications. Symptoms of aplas...  \n4    [More about Asus Mobiles Price List in India. ...  \n..                                                 ...  \n385  [Hazel Haskett is the young heroine of Dolphin...  \n386  [Focus on soluble fiber instead. Keep in mind ...  \n387  [Plus, if you’re aiming for weight loss, the...  \n388  [Automotive fuses are a class of fuses used to...  \n389  [What is Shagreen Shagreen is an exotic materi...  \n\n[390 rows x 2 columns]",
            "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>condition</th>\n      <th>group</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Explain what a bone scan is and what it is use...</td>\n      <td>[Why It Is Done. A bone scan is done to: 1  Fi...</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Ludacris Net Worth</td>\n      <td>[$25 Million. Ludacris net worth: Award winnin...</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>age not to take off shoes at airline security</td>\n      <td>[It’s a victory for old soles. Travelers ove...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>aplastic anemia causes and symptoms</td>\n      <td>[Symptoms and Complications. Symptoms of aplas...</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>asus phones price list</td>\n      <td>[More about Asus Mobiles Price List in India. ...</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>385</th>\n      <td>hazel haskett in real life</td>\n      <td>[Hazel Haskett is the young heroine of Dolphin...</td>\n    </tr>\n    <tr>\n      <th>386</th>\n      <td>foods to keep constipation away</td>\n      <td>[Focus on soluble fiber instead. Keep in mind ...</td>\n    </tr>\n    <tr>\n      <th>387</th>\n      <td>effects of using pedialyte</td>\n      <td>[Plus, if you’re aiming for weight loss, the...</td>\n    </tr>\n    <tr>\n      <th>388</th>\n      <td>diff types of fuses</td>\n      <td>[Automotive fuses are a class of fuses used to...</td>\n    </tr>\n    <tr>\n      <th>389</th>\n      <td>definition of shagreen</td>\n      <td>[What is Shagreen Shagreen is an exotic materi...</td>\n    </tr>\n  </tbody>\n</table>\n<p>390 rows × 2 columns</p>\n</div>"
          },
          "metadata": {}
        }
      ],
      "execution_count": null
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 处理上传"
      ],
      "metadata": {
        "id": "33AYPse6gb-1"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "! pip install datasets"
      ],
      "metadata": {
        "trusted": true,
        "execution": {
          "iopub.status.busy": "2025-04-06T09:43:47.96705Z",
          "iopub.execute_input": "2025-04-06T09:43:47.967417Z",
          "iopub.status.idle": "2025-04-06T09:43:54.54077Z",
          "shell.execute_reply.started": "2025-04-06T09:43:47.967389Z",
          "shell.execute_reply": "2025-04-06T09:43:54.539401Z"
        },
        "id": "d4zkEVddgb-1",
        "outputId": "c5380e14-5acd-4347-f334-dba7102fe64f"
      },
      "outputs": [
        {
          "name": "stdout",
          "text": "Requirement already satisfied: datasets in /usr/local/lib/python3.10/dist-packages (3.3.1)\nRequirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from datasets) (3.17.0)\nRequirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from datasets) (1.26.4)\nRequirement already satisfied: pyarrow>=15.0.0 in /usr/local/lib/python3.10/dist-packages (from datasets) (19.0.1)\nRequirement already satisfied: dill<0.3.9,>=0.3.0 in /usr/local/lib/python3.10/dist-packages (from datasets) (0.3.8)\nRequirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (from datasets) (2.2.3)\nRequirement already satisfied: requests>=2.32.2 in /usr/local/lib/python3.10/dist-packages (from datasets) (2.32.3)\nRequirement already satisfied: tqdm>=4.66.3 in /usr/local/lib/python3.10/dist-packages (from datasets) (4.67.1)\nRequirement already satisfied: xxhash in /usr/local/lib/python3.10/dist-packages (from datasets) (3.5.0)\nRequirement already satisfied: multiprocess<0.70.17 in /usr/local/lib/python3.10/dist-packages (from datasets) (0.70.16)\nRequirement already satisfied: fsspec<=2024.12.0,>=2023.1.0 in /usr/local/lib/python3.10/dist-packages (from fsspec[http]<=2024.12.0,>=2023.1.0->datasets) (2024.12.0)\nRequirement already satisfied: aiohttp in /usr/local/lib/python3.10/dist-packages (from datasets) (3.11.12)\nRequirement already satisfied: huggingface-hub>=0.24.0 in /usr/local/lib/python3.10/dist-packages (from datasets) (0.29.0)\nRequirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from datasets) (24.2)\nRequirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.10/dist-packages (from datasets) (6.0.2)\nRequirement already satisfied: aiohappyeyeballs>=2.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (2.4.6)\nRequirement already satisfied: aiosignal>=1.1.2 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (1.3.2)\nRequirement already satisfied: async-timeout<6.0,>=4.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (5.0.1)\nRequirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (25.1.0)\nRequirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (1.5.0)\nRequirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (6.1.0)\nRequirement already satisfied: propcache>=0.2.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (0.2.1)\nRequirement already satisfied: yarl<2.0,>=1.17.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (1.18.3)\nRequirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.24.0->datasets) (4.12.2)\nRequirement already satisfied: mkl_fft in /usr/local/lib/python3.10/dist-packages (from numpy>=1.17->datasets) (1.3.8)\nRequirement already satisfied: mkl_random in /usr/local/lib/python3.10/dist-packages (from numpy>=1.17->datasets) (1.2.4)\nRequirement already satisfied: mkl_umath in /usr/local/lib/python3.10/dist-packages (from numpy>=1.17->datasets) (0.1.1)\nRequirement already satisfied: mkl in /usr/local/lib/python3.10/dist-packages (from numpy>=1.17->datasets) (2025.0.1)\nRequirement already satisfied: tbb4py in /usr/local/lib/python3.10/dist-packages (from numpy>=1.17->datasets) (2022.0.0)\nRequirement already satisfied: mkl-service in /usr/local/lib/python3.10/dist-packages (from numpy>=1.17->datasets) (2.4.1)\nRequirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests>=2.32.2->datasets) (3.4.1)\nRequirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests>=2.32.2->datasets) (3.10)\nRequirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests>=2.32.2->datasets) (2.3.0)\nRequirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests>=2.32.2->datasets) (2025.1.31)\nRequirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets) (2.9.0.post0)\nRequirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets) (2025.1)\nRequirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets) (2025.1)\nRequirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.2->pandas->datasets) (1.17.0)\nRequirement already satisfied: intel-openmp>=2024 in /usr/local/lib/python3.10/dist-packages (from mkl->numpy>=1.17->datasets) (2024.2.0)\nRequirement already satisfied: tbb==2022.* in /usr/local/lib/python3.10/dist-packages (from mkl->numpy>=1.17->datasets) (2022.0.0)\nRequirement already satisfied: tcmlib==1.* in /usr/local/lib/python3.10/dist-packages (from tbb==2022.*->mkl->numpy>=1.17->datasets) (1.2.0)\nRequirement already satisfied: intel-cmplr-lib-rt in /usr/local/lib/python3.10/dist-packages (from mkl_umath->numpy>=1.17->datasets) (2024.2.0)\nRequirement already satisfied: intel-cmplr-lib-ur==2024.2.0 in /usr/local/lib/python3.10/dist-packages (from intel-openmp>=2024->mkl->numpy>=1.17->datasets) (2024.2.0)\n",
          "output_type": "stream"
        }
      ],
      "execution_count": null
    },
    {
      "cell_type": "code",
      "source": [
        "from datasets import Dataset, DatasetDict\n",
        "from huggingface_hub import login, create_repo"
      ],
      "metadata": {
        "trusted": true,
        "execution": {
          "iopub.status.busy": "2025-04-06T09:44:15.739725Z",
          "iopub.execute_input": "2025-04-06T09:44:15.74019Z",
          "iopub.status.idle": "2025-04-06T09:44:16.888346Z",
          "shell.execute_reply.started": "2025-04-06T09:44:15.740153Z",
          "shell.execute_reply": "2025-04-06T09:44:16.886998Z"
        },
        "id": "t5jZUv9ogb-1"
      },
      "outputs": [],
      "execution_count": null
    },
    {
      "cell_type": "code",
      "source": [
        "dataset_train = Dataset.from_pandas(result_train_df)\n",
        "dataset_dev = Dataset.from_pandas(result_dev_df)"
      ],
      "metadata": {
        "trusted": true,
        "execution": {
          "iopub.status.busy": "2025-04-06T09:44:57.703617Z",
          "iopub.execute_input": "2025-04-06T09:44:57.70424Z",
          "iopub.status.idle": "2025-04-06T09:44:57.97515Z",
          "shell.execute_reply.started": "2025-04-06T09:44:57.704205Z",
          "shell.execute_reply": "2025-04-06T09:44:57.974158Z"
        },
        "id": "9v0L_tQ9gb-2"
      },
      "outputs": [],
      "execution_count": null
    },
    {
      "cell_type": "code",
      "source": [
        "dataset_dict = DatasetDict({\n",
        "    \"train\": dataset_train,\n",
        "    \"validation\": dataset_dev\n",
        "})\n",
        "dataset_dict"
      ],
      "metadata": {
        "trusted": true,
        "execution": {
          "iopub.status.busy": "2025-04-06T09:45:35.556553Z",
          "iopub.execute_input": "2025-04-06T09:45:35.556942Z",
          "iopub.status.idle": "2025-04-06T09:45:35.563684Z",
          "shell.execute_reply.started": "2025-04-06T09:45:35.556909Z",
          "shell.execute_reply": "2025-04-06T09:45:35.562624Z"
        },
        "id": "UiEFU-Mdgb-2",
        "outputId": "1f11b39b-2854-46a8-cfb7-07da1adf2217"
      },
      "outputs": [
        {
          "execution_count": 28,
          "output_type": "execute_result",
          "data": {
            "text/plain": "DatasetDict({\n    train: Dataset({\n        features: ['condition', 'group'],\n        num_rows: 25352\n    })\n    validation: Dataset({\n        features: ['condition', 'group'],\n        num_rows: 390\n    })\n})"
          },
          "metadata": {}
        }
      ],
      "execution_count": null
    },
    {
      "cell_type": "code",
      "source": [
        "login(token=\"\")"
      ],
      "metadata": {
        "trusted": true,
        "execution": {
          "iopub.status.busy": "2025-04-06T09:46:22.37811Z",
          "iopub.execute_input": "2025-04-06T09:46:22.378487Z",
          "iopub.status.idle": "2025-04-06T09:46:22.551342Z",
          "shell.execute_reply.started": "2025-04-06T09:46:22.378457Z",
          "shell.execute_reply": "2025-04-06T09:46:22.550182Z"
        },
        "id": "AzHT7K6mgb-2"
      },
      "outputs": [],
      "execution_count": null
    },
    {
      "cell_type": "code",
      "source": [
        "# 创建数据集仓库\n",
        "repo_id = \"bcai001/c-sts-msmarco-query-as-condition-group-as-pos\"  # 例如: \"johnsmith/sentiment-analysis-data\"\n",
        "create_repo(repo_id, repo_type=\"dataset\", exist_ok=True)\n",
        "\n",
        "# 上传数据集\n",
        "dataset_dict.push_to_hub(repo_id, private=True)\n",
        "\n",
        "print(f\"Dataset uploaded to: https://huggingface.co/datasets/{repo_id}\")"
      ],
      "metadata": {
        "trusted": true,
        "execution": {
          "iopub.status.busy": "2025-04-06T09:47:17.953954Z",
          "iopub.execute_input": "2025-04-06T09:47:17.954409Z",
          "iopub.status.idle": "2025-04-06T09:47:24.300149Z",
          "shell.execute_reply.started": "2025-04-06T09:47:17.954373Z",
          "shell.execute_reply": "2025-04-06T09:47:24.299078Z"
        },
        "id": "S4cpLc2tgb-2",
        "outputId": "3974e20d-75a8-4708-b61e-c7c6a86e77c3",
        "colab": {
          "referenced_widgets": [
            "c9b5dc7a19cd4d92a8196115f7800616",
            "eeee18a3be884f9193bab5859c17a690",
            "54279d4beff64e3a9fbaed1122b15e36",
            "fee0329cca8c449ca832b910cdbf3754"
          ]
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "Uploading the dataset shards:   0%|          | 0/1 [00:00<?, ?it/s]",
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "c9b5dc7a19cd4d92a8196115f7800616"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "Creating parquet from Arrow format:   0%|          | 0/26 [00:00<?, ?ba/s]",
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "eeee18a3be884f9193bab5859c17a690"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "Uploading the dataset shards:   0%|          | 0/1 [00:00<?, ?it/s]",
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "54279d4beff64e3a9fbaed1122b15e36"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "Creating parquet from Arrow format:   0%|          | 0/1 [00:00<?, ?ba/s]",
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "fee0329cca8c449ca832b910cdbf3754"
            }
          },
          "metadata": {}
        },
        {
          "name": "stdout",
          "text": "Dataset uploaded to: https://huggingface.co/datasets/bcai001/c-sts-msmarco-query-as-condition-group-as-pos\n",
          "output_type": "stream"
        }
      ],
      "execution_count": null
    }
  ]
}