Create notebooks/duo-chat/independent-judge.ipynb

notebooks/duo-chat/independent-judge.ipynb

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+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 157,
+   "id": "e0fac999-99be-4cc3-aed8-b652c890326a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "import pandas as pd\n",
+    "pd.set_option('display.max_colwidth', None)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 158,
+   "id": "c698a96d-627e-4dbb-aa88-444895dfd4f4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# load datasets\n",
+    "exps = [\n",
+    "    {\n",
+    "        'name': 'duo-chat with mistral',\n",
+    "        'dataset': 'code-generation',\n",
+    "        'path':'/Users/bruno/Downloads/code_explanation_v3_20240627_124851__independent_llm_judge-00000-of-00001.csv'\n",
+    "    },\n",
+    "    {\n",
+    "        'name': 'duo-chat with mistral',\n",
+    "        'dataset': 'code-explanation',\n",
+    "        'path':'/Users/bruno/Downloads/code_explanation_v3_20240627_124851__independent_llm_judge-00000-of-00001.csv'\n",
+    "    },\n",
+    "    {\n",
+    "        'name': 'duo-chat with mistral',\n",
+    "        'dataset': 'code-documentation',\n",
+    "        'path':'/Users/bruno/Downloads/code_explanation_v3_20240627_124851__independent_llm_judge-00000-of-00001.csv'\n",
+    "    },\n",
+    "]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 159,
+   "id": "271ffee8-14c9-49f0-9529-143ffce6bece",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dfs = []\n",
+    "for exp in exps:\n",
+    "    _df = pd.read_csv(exp['path'])\n",
+    "    _df['answering_model'] = exp['name']\n",
+    "    _df['dataset'] = exp['dataset']\n",
+    "    _df.drop(columns=['final_prompt_for_evaluating_model'], inplace=True)\n",
+    "    dfs.append(_df)\n",
+    "df = pd.concat(dfs)    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 160,
+   "id": "823425a9-3a71-4493-a257-0715dc3e10e2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "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>question</th>\n",
+       "      <th>context</th>\n",
+       "      <th>answering_model</th>\n",
+       "      <th>final_prompt_for_answering_model</th>\n",
+       "      <th>answer</th>\n",
+       "      <th>evaluating_model</th>\n",
+       "      <th>correctness</th>\n",
+       "      <th>readability</th>\n",
+       "      <th>comprehensiveness</th>\n",
+       "      <th>explanation</th>\n",
+       "      <th>llm_error</th>\n",
+       "      <th>created_at</th>\n",
+       "      <th>dataset</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Explain this code</td>\n",
+       "      <td>Cartfile.resolved\\n</td>\n",
+       "      <td>duo-chat with mistral</td>\n",
+       "      <td>{\"content\": \"Explain this code\\nCartfile.resolved\\n\\n\", \"resource_type\": null, \"resource_id\": null, \"with_clean_history\": true}</td>\n",
+       "      <td>The `Cartfile.resolved` file lists the installed dependencies for each software package in your system that was installed via Homebrew. This file is automatically generated by Homebrew and helps keep track of the installed dependencies, their versions, and any dependencies they may have.</td>\n",
+       "      <td>text-bison-32k@latest</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>The answer is good but it could be improved by providing more details about the content of the Cartfile.resolved file.</td>\n",
+       "      <td>This field should be deprecated</td>\n",
+       "      <td>2024-06-27 10:49:29.759004+00:00</td>\n",
+       "      <td>code-generation</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            question              context        answering_model  \\\n",
+       "0  Explain this code  Cartfile.resolved\\n  duo-chat with mistral   \n",
+       "\n",
+       "                                                                                                  final_prompt_for_answering_model  \\\n",
+       "0  {\"content\": \"Explain this code\\nCartfile.resolved\\n\\n\", \"resource_type\": null, \"resource_id\": null, \"with_clean_history\": true}   \n",
+       "\n",
+       "                                                                                                                                                                                                                                                                                             answer  \\\n",
+       "0  The `Cartfile.resolved` file lists the installed dependencies for each software package in your system that was installed via Homebrew. This file is automatically generated by Homebrew and helps keep track of the installed dependencies, their versions, and any dependencies they may have.   \n",
+       "\n",
+       "        evaluating_model  correctness  readability  comprehensiveness  \\\n",
+       "0  text-bison-32k@latest            3            3                  2   \n",
+       "\n",
+       "                                                                                                              explanation  \\\n",
+       "0  The answer is good but it could be improved by providing more details about the content of the Cartfile.resolved file.   \n",
+       "\n",
+       "                         llm_error                        created_at  \\\n",
+       "0  This field should be deprecated  2024-06-27 10:49:29.759004+00:00   \n",
+       "\n",
+       "           dataset  \n",
+       "0  code-generation  "
+      ]
+     },
+     "execution_count": 160,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Show a single row\n",
+    "df.head(1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9d17d488-1022-488d-9a5c-8845cd20f143",
+   "metadata": {},
+   "source": [
+    "# Average of metrics per test"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 161,
+   "id": "fa3b8f89-22ca-4623-8c17-cca99001d685",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "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></th>\n",
+       "      <th>avg_correctness</th>\n",
+       "      <th>avg_readability</th>\n",
+       "      <th>avg_comprehensiveness</th>\n",
+       "      <th>n_test_cases</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>answering_model</th>\n",
+       "      <th>dataset</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"3\" valign=\"top\">duo-chat with mistral</th>\n",
+       "      <th>code-documentation</th>\n",
+       "      <td>2.83</td>\n",
+       "      <td>3.1</td>\n",
+       "      <td>2.51</td>\n",
+       "      <td>345</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>code-explanation</th>\n",
+       "      <td>2.83</td>\n",
+       "      <td>3.1</td>\n",
+       "      <td>2.51</td>\n",
+       "      <td>345</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>code-generation</th>\n",
+       "      <td>2.83</td>\n",
+       "      <td>3.1</td>\n",
+       "      <td>2.51</td>\n",
+       "      <td>345</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                          avg_correctness  avg_readability  \\\n",
+       "answering_model       dataset                                                \n",
+       "duo-chat with mistral code-documentation             2.83              3.1   \n",
+       "                      code-explanation               2.83              3.1   \n",
+       "                      code-generation                2.83              3.1   \n",
+       "\n",
+       "                                          avg_comprehensiveness  n_test_cases  \n",
+       "answering_model       dataset                                                  \n",
+       "duo-chat with mistral code-documentation                   2.51           345  \n",
+       "                      code-explanation                     2.51           345  \n",
+       "                      code-generation                      2.51           345  "
+      ]
+     },
+     "execution_count": 161,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_all = df.groupby(['answering_model', 'dataset']).agg(\n",
+    "    avg_correctness=('correctness', 'mean'),\n",
+    "    avg_readability=('readability', 'mean'),\n",
+    "    avg_comprehensiveness=('comprehensiveness', 'mean'),\n",
+    "    n_test_cases=('answering_model', 'count')\n",
+    ").round(2)\n",
+    "df_all.sort_values(['answering_model', 'dataset'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "edb5c30c-a485-43fa-9872-e7391151a9a5",
+   "metadata": {},
+   "source": [
+    "# Distribution of criteria"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 162,
+   "id": "49ee259e-8126-4222-b816-43698afab5a1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "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>correctness</th>\n",
+       "      <th>1</th>\n",
+       "      <th>2</th>\n",
+       "      <th>3</th>\n",
+       "      <th>4</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>answering_model</th>\n",
+       "      <th>dataset</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"3\" valign=\"top\">duo-chat with mistral</th>\n",
+       "      <th>code-documentation</th>\n",
+       "      <td>86</td>\n",
+       "      <td>0</td>\n",
+       "      <td>145</td>\n",
+       "      <td>114</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>code-explanation</th>\n",
+       "      <td>86</td>\n",
+       "      <td>0</td>\n",
+       "      <td>145</td>\n",
+       "      <td>114</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>code-generation</th>\n",
+       "      <td>86</td>\n",
+       "      <td>0</td>\n",
+       "      <td>145</td>\n",
+       "      <td>114</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "correctness                                1  2    3    4\n",
+       "answering_model       dataset                            \n",
+       "duo-chat with mistral code-documentation  86  0  145  114\n",
+       "                      code-explanation    86  0  145  114\n",
+       "                      code-generation     86  0  145  114"
+      ]
+     },
+     "execution_count": 162,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "criteria = 'correctness'\n",
+    "value_counts = df.groupby(['answering_model', 'dataset'])[criteria].value_counts().unstack().fillna(0)\n",
+    "\n",
+    "possible_values = [1, 2, 3, 4]\n",
+    "value_counts = value_counts.reindex(columns=possible_values, fill_value=0)\n",
+    "value_counts.sort_values(['answering_model', 'dataset'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "efb43372-1b7a-4712-8f39-d55d7d3c2609",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.histplot(data=df, x='correctness', hue='answering_model', multiple='dodge', kde=True);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4eb351ed-f6c7-4732-99bf-29b4a3da97c9",
+   "metadata": {},
+   "source": [
+    "## Number of evaluation failures"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "d220f663-0c2a-4a49-88e9-73dc8579e900",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Total failures: 0 out of 1035 (0.0%)\n"
+     ]
+    },
+    {
+     "data": {
+      "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>answering_model</th>\n",
+       "      <th>final_prompt_for_answering_model</th>\n",
+       "      <th>correctness</th>\n",
+       "      <th>answer</th>\n",
+       "      <th>llm_error</th>\n",
+       "      <th>explanation</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Empty DataFrame\n",
+       "Columns: [answering_model, final_prompt_for_answering_model, correctness, answer, llm_error, explanation]\n",
+       "Index: []"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# select relevant columns\n",
+    "cols = ['answering_model', 'final_prompt_for_answering_model', 'correctness', 'answer', 'llm_error', 'explanation']\n",
+    "_df = pd.concat(dfs)[cols]\n",
+    "\n",
+    "# apply filter\n",
+    "_df_failures = _df[pd.isna(_df['correctness'])]\n",
+    "\n",
+    "\n",
+    "print(f'Total failures: {len(_df_failures)} out of {len(_df)} ({round(len(_df_failures)/len(_df) * 100, 0)}%)')\n",
+    "\n",
+    "# show some examples, if any\n",
+    "_df_failures.head(3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d1aa050c-5d34-4fa6-9c19-de96f6360bc1",
+   "metadata": {},
+   "source": [
+    "# Explore worst performers"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "a1037c2c-1adf-4f94-88f6-c135740b94d7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "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>question</th>\n",
+       "      <th>context</th>\n",
+       "      <th>answering_model</th>\n",
+       "      <th>answer</th>\n",
+       "      <th>correctness</th>\n",
+       "      <th>readability</th>\n",
+       "      <th>comprehensiveness</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Explain this code</td>\n",
+       "      <td>/// &lt;reference types=\"vitest\" /&gt;\\n/// &lt;reference types=\"vite/client\" /&gt;\\n\\nimport react from \"@vitejs/plugin-react\";\\nimport tsconfigPaths from \"vite-tsconfig-paths\";\\nimport { defineConfig } from \"vitest/config\";\\n\\nexport default defineConfig({\\n  plugins: [react(), tsconfigPaths()],\\n  test: {\\n    globals: true,\\n    environment: \"happy-dom\",\\n    setupFiles: [\"./test/setup-test-env.ts\"],\\n  },\\n});\\n</td>\n",
+       "      <td>duo-chat with mistral</td>\n",
+       "      <td>The provided code is a Vue.js application that uses the Vitest testing framework along with Vite for development setup. The main component being used is `MyEeComponent`, which is imported asynchronously using webpackChunkName. This is done to improve the performance of the application by only loading the necessary components when needed.\\n\\nThe code also includes a test suite for testing YAML files, specifically for positive and negative tests. The tests are written in Jest and use the `it.each` function to iterate over different test cases.\\n\\nIn addition, the code demonstrates the use of Vue Test Utils helpers such as `shallowMountExtended`, which allows for more efficient testing by providing functions like `wrapper.findByTestId()`. It also suggests avoiding using data or methods that extend component internals in tests.\\n\\nLastly, the code includes a note about eagerly importing large components to ensure they are transpiled and cached during testing. This is important because Jest may time out if it has to transpile large modules on-the-fly.\\n\\nThe testing levels for frontend development can be found in the `spec/frontend/` and `spec/features/` directories, with the main information located at the [Testing Levels page](testing_levels.md).</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Explain this code</td>\n",
+       "      <td>class WelcomeController &lt; ApplicationController\\n  def index\\n  end\\nend\\n</td>\n",
+       "      <td>duo-chat with mistral</td>\n",
+       "      <td>The code provided is a part of a Ruby on Rails application, specifically for a controller named `WelcomeController`. This controller doesn't define any methods, but it inherits from the ApplicationController. The method `after_sign_out_path_for` is being overridden in the `ApplicationController`, which determines the path to be redirected after signing out.\\n\\nThe code also provides best practices for event handling and database migration using Rails. For example, event classes should be defined and published within the same bounded context, and subscribers that depend on the event should exist in the same code where the dependent feature exists (CE or EE). Also, it suggests creating a database trigger to update a column after an insert or update operation.\\n\\nAs for the job class, it inherits from `BatchedMigrationJob` and is used to perform batch updates in the database. The migration adds a new function and trigger to the database to handle the updates.</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Explain this code</td>\n",
+       "      <td># README\\n\\nThis README would normally document whatever steps are necessary to get the\\napplication up and running.\\n\\nThings you may want to cover:\\n\\n* Ruby version\\n\\n* System dependencies\\n\\n* Configuration\\n\\n* Database creation\\n\\n* Database initialization\\n\\n* How to run the test suite\\n\\n* Services (job queues, cache servers, search engines, etc.)\\n\\n* Deployment instructions\\n\\n* ...\\n</td>\n",
+       "      <td>duo-chat with mistral</td>\n",
+       "      <td>The given text describes a testing setup for Go and Ruby projects in GitLab. The Go projects use the GOPATH to cache modules, and the Ruby projects are tested with multiple versions of Ruby (3.1, 3.2, etc.) and PostgreSQL (13, 14, 15, 16).\\n\\nThe text also provides instructions on how to create test data for a specific state using FactoryBot in Ruby. The state is defined in the `provider_states_for` block, and the test data creation steps are defined in the `set_up` block. The created test data can be used in the provider test by importing the state file.\\n\\nIn summary, this text provides a testing setup for Go and Ruby projects in GitLab that includes multiple versions of dependencies, instructions on how to create test data, and guidance on using the created test data in the provider test.</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>Explain this code</td>\n",
+       "      <td>ENV['RAILS_ENV'] ||= 'test'\\nrequire_relative \"../config/environment\"\\nrequire \"rails/test_help\"\\n\\nclass ActiveSupport::TestCase\\n  # Run tests in parallel with specified workers\\n  parallelize(workers: :number_of_processors)\\n\\n  # Setup all fixtures in test/fixtures/*.yml for all tests in alphabetical order.\\n  fixtures :all\\n\\n  # Add more helper methods to be used by all tests here...\\nend\\n</td>\n",
+       "      <td>duo-chat with mistral</td>\n",
+       "      <td>The text provided discusses the use of `rubocop_spec_helper` for RuboCop related specs and its performance benefits compared to `fast_spec_helper`. It also introduces a future feature called `setup:` that will enable efficient parallelization of jobs in tests. This is done by defining all steps required to provision the environment, distributing the results as the base for all parallel jobs if `parallel: N` is used, and running the `run:` and `teardown:` on top of cloned jobs.\\n\\nThe example provided demonstrates how this feature can be implemented using RSpec in a GitLab Runner context, specifically with Ruby 3.2 and Postgres and Redis services. The parallelization is set to run 10 jobs.\\n\\nAdditionally, the text includes instructions on running LDAP tests from the `gitlab/qa` directory and how to run these tests locally with TLS disabled.\\n\\nKEYWORDS: rubocop_spec_helper, fast_spec_helper, setup:, parallelization, RSpec, GitLab Runner, Kubernetes cluster, block volumes, LDAP tests, TLS</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>Explain this code</td>\n",
+       "      <td>xcode_source = \"/Volumes/base_images/Xcode_13.4.1.xip\"\\nxcode_version = \"13.4.1\"\\nxcode_major_version = \"13\"</td>\n",
+       "      <td>duo-chat with mistral</td>\n",
+       "      <td>I'm sorry, I couldn't respond in time. Please try a more specific request or enter /clear to start a new chat.</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>315</th>\n",
+       "      <td>Explain this code</td>\n",
+       "      <td>---\\nname: Bug report\\nabout: Create a report to help us improve\\ntitle: \"[BUG]\"\\nlabels: bug\\nassignees: ''\\n\\n---\\n\\n## Summary\\n&gt; Write the actual behavior and the purpose to modify.\\n\\n## Cause\\n&gt; Why such a problem happened?\\n\\n### To reproduce\\nPerform the follwing steps to reproduce the problem.\\n\\n1. …\\n1. …\\n\\n## Expected behavior\\nExpected the follwing behavior.\\n\\n## How to deal with this issue\\n&gt; How do you fix it?\\n\\n## Notes\\n</td>\n",
+       "      <td>duo-chat with mistral</td>\n",
+       "      <td>To report abuse on GitLab, follow these steps:\\n\\n1. If you're reporting a user from a merge request, navigate to the merge request, select \"Merge request actions\" (ellipsis_v) in the upper-right corner, and then select \"Report abuse\". For regular users, go to their profile page and select \"Report abuse\" in the dropdown menu.\\n2. Select a reason for reporting the user.\\n3. Complete an abuse report.\\n4. Send the report by selecting \"Send report\".\\n\\nTo log errors in GitLab, use the `logError` function from the `~/lib/logger` module. Import it and pass the actual `Error` object to it. This will help capture the stack trace and other details for analysis.\\n\\nClient-side logging is related to Frontend Observability, which aims to quickly react to user-facing issues by monitoring systems. However, not every log needs to be sent to the monitoring system, so consider controlling which messages passed to `~/lib/logger` are actually sent to the monitoring systems.</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>327</th>\n",
+       "      <td>Explain this code</td>\n",
+       "      <td>&lt;?php\\n\\nnamespace Tests\\Feature;\\n\\n// use Illuminate\\Foundation\\Testing\\RefreshDatabase;\\nuse Tests\\TestCase;\\n\\nclass ExampleTest extends TestCase\\n{\\n    /**\\n     * A basic test example.\\n     */\\n    public function test_the_application_returns_a_successful_response(): void\\n    {\\n        $response = $this-&gt;get('/');\\n\\n        $response-&gt;assertStatus(200);\\n    }\\n}\\n</td>\n",
+       "      <td>duo-chat with mistral</td>\n",
+       "      <td>The provided code snippet is an HTML structure for integrating Google's reCAPTCHA into a webpage. The text following the quote sections provides instructions on how to set up and test various scenarios of the Spam and CAPTCHA behavior using different testing tools like atoum, Composer, and Vue Test Utils with examples.\\n\\nIt also suggests best practices for writing unit tests, such as avoiding using Vue template refs to query DOM elements in tests, querying child components instead of DOM nodes when testing Vue components, naming unit tests using the method name being tested, and handling Promises correctly in tests.</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>329</th>\n",
+       "      <td>Explain this code</td>\n",
+       "      <td>describe('gitlab.logging', function()\\n  local logging = require('gitlab.logging')\\n\\n  before_each(function()\\n    GITLAB_VIM = { version = \"0.0.0\" }\\n  end)\\n\\n  describe('format_line', function()\\n    it('returns a line with timestamp, level, version and msg', function()\\n      assert.are.equal(\"1234-56-78 12:34:56: INFO (0.0.0): test\", logging.format_line('test',\\n        'INFO', \"1234-56-78 12:34:56\"))\\n    end)\\n  end)\\nend)\\n</td>\n",
+       "      <td>duo-chat with mistral</td>\n",
+       "      <td>I'm sorry, I couldn't respond in time. Please try a more specific request or enter /clear to start a new chat.</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>333</th>\n",
+       "      <td>Explain this code</td>\n",
+       "      <td>&lt;IfModule mod_rewrite.c&gt;\\n    &lt;IfModule mod_negotiation.c&gt;\\n        Options -MultiViews -Indexes\\n    &lt;/IfModule&gt;\\n\\n    RewriteEngine On\\n\\n    # Handle Authorization Header\\n    RewriteCond %{HTTP:Authorization} .\\n    RewriteRule .* - [E=HTTP_AUTHORIZATION:%{HTTP:Authorization}]\\n\\n    # Redirect Trailing Slashes If Not A Folder...\\n    RewriteCond %{REQUEST_FILENAME} !-d\\n    RewriteCond %{REQUEST_URI} (.+)/$\\n    RewriteRule ^ %1 [L,R=301]\\n\\n    # Send Requests To Front Controller...\\n    RewriteCond %{REQUEST_FILENAME} !-d\\n    RewriteCond %{REQUEST_FILENAME} !-f\\n    RewriteRule ^ index.php [L]\\n&lt;/IfModule&gt;\\n</td>\n",
+       "      <td>duo-chat with mistral</td>\n",
+       "      <td>The provided text discusses several security vulnerabilities found in a system, along with their severity level (Low or High) and the type of attack (Passive). It also provides examples of well-implemented access controls. Additionally, it offers guidelines for using Regular Expressions, particularly noting that Ruby's Regular Expression engine matches multi-line by default. The text also suggests always passing string literals to translation helpers and refers to a Mozilla Developer documentation link for best practices in localization.\\n\\nThe text seems to be related to code review or security auditing of software applications, particularly web applications built with Ruby on Rails or JavaScript (Vue). It emphasizes the importance of returning appropriate HTTP status codes when an authorization check fails and suggests using generic messages like \"access denied\" instead of revealing specific information.\\n\\nThe text also provides examples of well-implemented access controls in GitLab, a popular web-based DevOps platform, and suggests following best practices for splitting and composing sentences in localization to ensure accurate translations.\\n\\nRegarding the Regular Expressions guidelines, it is important to note that unlike other programming languages, such as Perl or Python, Regular Expressions are matching multi-line by default in Ruby. This means that when using Regular Expressions in JavaScript (when Vue cannot be used), it is recommended to set link starting and ending HTML fragments as placeholders for proper localization.\\n\\nLastly, the text refers to a GitLab Merge Request IDs (710, 2511, 3170) as examples of well-implemented access controls. It also mentions a script called `tooling/bin/gettext_extractor locale/gitlab.pot` that parses the codebase and extracts all the strings from the application for localization purposes.</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>336</th>\n",
+       "      <td>Explain this code</td>\n",
+       "      <td>module ApplicationHelper\\nend\\n</td>\n",
+       "      <td>duo-chat with mistral</td>\n",
+       "      <td>To disable a Rubocop rule, you can add the comment `# rubocop:disable [RuleName]` right after the code where the violation occurs. If there are multiple lines of code that violate the rule, you can enable and disable it for specific sections using the comments. Here's an example:\\n\\n```ruby\\nmodule M\\n  # rubocop:disable Gitlab/ModuleWithInstanceVariables\\n  def violating_method\\n    @f = 0\\n    @g = 1\\n    @h = 2\\n  end\\n  # rubocop:enable Gitlab/ModuleWithInstanceVariables\\nend\\n```\\n\\nIn the context of GitLab, instance variables in views are discouraged because they make it difficult to track data dependency. Instead, use something like this:\\n\\n```haml\\n= render 'projects/commits/commit', commit: commit, ref: ref, project: project\\n```\\n\\nAnd in the partial:\\n\\n```haml\\n- ref = local_assigns.fetch(:ref)\\n- commit = local_assigns.fetch(:commit)\\n- project = local_assigns.fetch(:project)\\n```\\n\\nWhen writing code in `lib/`, place EE-specific logic in the top-level `EE` module namespace, and namespace the class beneath the `EE` module as usual. For example:\\n\\n```ruby\\n# If CE has LDAP classes in lib/gitlab/ldap/\\n# Then you would place EE-specific LDAP classes in ee/lib/ee/gitlab/ldap\\n```\\n\\nFor EE API routes, put them in a `prepended` block:\\n\\n```ruby\\nmodule EE\\n  module API\\n    module MergeRequests\\n      extend ActiveSupport::Concern\\n\\n      prepended do\\n        params do\\n          requires :id, types: [String, Integer], desc: 'The ID or URL-encoded path of the project'\\n        end\\n        resource :projects, requirements: ::API::API::NAMESPACE_OR_PROJECT_REQUIREMENTS do\\n          # ...\\n        end\\n      end\\n    end\\n  end\\nend\\n```\\n\\nWhen extending EE features in API, use `extend ActiveSupport::Concern` and put the EE module files following the guidelines for Extending CE features with EE backend code.</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>258 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              question  \\\n",
+       "3    Explain this code   \n",
+       "11   Explain this code   \n",
+       "15   Explain this code   \n",
+       "21   Explain this code   \n",
+       "22   Explain this code   \n",
+       "..                 ...   \n",
+       "315  Explain this code   \n",
+       "327  Explain this code   \n",
+       "329  Explain this code   \n",
+       "333  Explain this code   \n",
+       "336  Explain this code   \n",
+       "\n",
+       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              context  \\\n",
+       "3                                                                                                                                                                                                                            /// <reference types=\"vitest\" />\\n/// <reference types=\"vite/client\" />\\n\\nimport react from \"@vitejs/plugin-react\";\\nimport tsconfigPaths from \"vite-tsconfig-paths\";\\nimport { defineConfig } from \"vitest/config\";\\n\\nexport default defineConfig({\\n  plugins: [react(), tsconfigPaths()],\\n  test: {\\n    globals: true,\\n    environment: \"happy-dom\",\\n    setupFiles: [\"./test/setup-test-env.ts\"],\\n  },\\n});\\n   \n",
+       "11                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         class WelcomeController < ApplicationController\\n  def index\\n  end\\nend\\n   \n",
+       "15                                                                                                                                                                                                                                     # README\\n\\nThis README would normally document whatever steps are necessary to get the\\napplication up and running.\\n\\nThings you may want to cover:\\n\\n* Ruby version\\n\\n* System dependencies\\n\\n* Configuration\\n\\n* Database creation\\n\\n* Database initialization\\n\\n* How to run the test suite\\n\\n* Services (job queues, cache servers, search engines, etc.)\\n\\n* Deployment instructions\\n\\n* ...\\n   \n",
+       "21                                                                                                                                                                                                                                    ENV['RAILS_ENV'] ||= 'test'\\nrequire_relative \"../config/environment\"\\nrequire \"rails/test_help\"\\n\\nclass ActiveSupport::TestCase\\n  # Run tests in parallel with specified workers\\n  parallelize(workers: :number_of_processors)\\n\\n  # Setup all fixtures in test/fixtures/*.yml for all tests in alphabetical order.\\n  fixtures :all\\n\\n  # Add more helper methods to be used by all tests here...\\nend\\n   \n",
+       "22                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       xcode_source = \"/Volumes/base_images/Xcode_13.4.1.xip\"\\nxcode_version = \"13.4.1\"\\nxcode_major_version = \"13\"   \n",
+       "..                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                ...   \n",
+       "315                                                                                                                                                                                      ---\\nname: Bug report\\nabout: Create a report to help us improve\\ntitle: \"[BUG]\"\\nlabels: bug\\nassignees: ''\\n\\n---\\n\\n## Summary\\n> Write the actual behavior and the purpose to modify.\\n\\n## Cause\\n> Why such a problem happened?\\n\\n### To reproduce\\nPerform the follwing steps to reproduce the problem.\\n\\n1. …\\n1. …\\n\\n## Expected behavior\\nExpected the follwing behavior.\\n\\n## How to deal with this issue\\n> How do you fix it?\\n\\n## Notes\\n   \n",
+       "327                                                                                                                                                                                                                                                        <?php\\n\\nnamespace Tests\\Feature;\\n\\n// use Illuminate\\Foundation\\Testing\\RefreshDatabase;\\nuse Tests\\TestCase;\\n\\nclass ExampleTest extends TestCase\\n{\\n    /**\\n     * A basic test example.\\n     */\\n    public function test_the_application_returns_a_successful_response(): void\\n    {\\n        $response = $this->get('/');\\n\\n        $response->assertStatus(200);\\n    }\\n}\\n   \n",
+       "329                                                                                                                                                                                              describe('gitlab.logging', function()\\n  local logging = require('gitlab.logging')\\n\\n  before_each(function()\\n    GITLAB_VIM = { version = \"0.0.0\" }\\n  end)\\n\\n  describe('format_line', function()\\n    it('returns a line with timestamp, level, version and msg', function()\\n      assert.are.equal(\"1234-56-78 12:34:56: INFO (0.0.0): test\", logging.format_line('test',\\n        'INFO', \"1234-56-78 12:34:56\"))\\n    end)\\n  end)\\nend)\\n   \n",
+       "333  <IfModule mod_rewrite.c>\\n    <IfModule mod_negotiation.c>\\n        Options -MultiViews -Indexes\\n    </IfModule>\\n\\n    RewriteEngine On\\n\\n    # Handle Authorization Header\\n    RewriteCond %{HTTP:Authorization} .\\n    RewriteRule .* - [E=HTTP_AUTHORIZATION:%{HTTP:Authorization}]\\n\\n    # Redirect Trailing Slashes If Not A Folder...\\n    RewriteCond %{REQUEST_FILENAME} !-d\\n    RewriteCond %{REQUEST_URI} (.+)/$\\n    RewriteRule ^ %1 [L,R=301]\\n\\n    # Send Requests To Front Controller...\\n    RewriteCond %{REQUEST_FILENAME} !-d\\n    RewriteCond %{REQUEST_FILENAME} !-f\\n    RewriteRule ^ index.php [L]\\n</IfModule>\\n   \n",
+       "336                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   module ApplicationHelper\\nend\\n   \n",
+       "\n",
+       "           answering_model  \\\n",
+       "3    duo-chat with mistral   \n",
+       "11   duo-chat with mistral   \n",
+       "15   duo-chat with mistral   \n",
+       "21   duo-chat with mistral   \n",
+       "22   duo-chat with mistral   \n",
+       "..                     ...   \n",
+       "315  duo-chat with mistral   \n",
+       "327  duo-chat with mistral   \n",
+       "329  duo-chat with mistral   \n",
+       "333  duo-chat with mistral   \n",
+       "336  duo-chat with mistral   \n",
+       "\n",
+       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           answer  \\\n",
+       "3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 The provided code is a Vue.js application that uses the Vitest testing framework along with Vite for development setup. The main component being used is `MyEeComponent`, which is imported asynchronously using webpackChunkName. This is done to improve the performance of the application by only loading the necessary components when needed.\\n\\nThe code also includes a test suite for testing YAML files, specifically for positive and negative tests. The tests are written in Jest and use the `it.each` function to iterate over different test cases.\\n\\nIn addition, the code demonstrates the use of Vue Test Utils helpers such as `shallowMountExtended`, which allows for more efficient testing by providing functions like `wrapper.findByTestId()`. It also suggests avoiding using data or methods that extend component internals in tests.\\n\\nLastly, the code includes a note about eagerly importing large components to ensure they are transpiled and cached during testing. This is important because Jest may time out if it has to transpile large modules on-the-fly.\\n\\nThe testing levels for frontend development can be found in the `spec/frontend/` and `spec/features/` directories, with the main information located at the [Testing Levels page](testing_levels.md).   \n",
+       "11                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     The code provided is a part of a Ruby on Rails application, specifically for a controller named `WelcomeController`. This controller doesn't define any methods, but it inherits from the ApplicationController. The method `after_sign_out_path_for` is being overridden in the `ApplicationController`, which determines the path to be redirected after signing out.\\n\\nThe code also provides best practices for event handling and database migration using Rails. For example, event classes should be defined and published within the same bounded context, and subscribers that depend on the event should exist in the same code where the dependent feature exists (CE or EE). Also, it suggests creating a database trigger to update a column after an insert or update operation.\\n\\nAs for the job class, it inherits from `BatchedMigrationJob` and is used to perform batch updates in the database. The migration adds a new function and trigger to the database to handle the updates.   \n",
+       "15                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             The given text describes a testing setup for Go and Ruby projects in GitLab. The Go projects use the GOPATH to cache modules, and the Ruby projects are tested with multiple versions of Ruby (3.1, 3.2, etc.) and PostgreSQL (13, 14, 15, 16).\\n\\nThe text also provides instructions on how to create test data for a specific state using FactoryBot in Ruby. The state is defined in the `provider_states_for` block, and the test data creation steps are defined in the `set_up` block. The created test data can be used in the provider test by importing the state file.\\n\\nIn summary, this text provides a testing setup for Go and Ruby projects in GitLab that includes multiple versions of dependencies, instructions on how to create test data, and guidance on using the created test data in the provider test.   \n",
+       "21                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     The text provided discusses the use of `rubocop_spec_helper` for RuboCop related specs and its performance benefits compared to `fast_spec_helper`. It also introduces a future feature called `setup:` that will enable efficient parallelization of jobs in tests. This is done by defining all steps required to provision the environment, distributing the results as the base for all parallel jobs if `parallel: N` is used, and running the `run:` and `teardown:` on top of cloned jobs.\\n\\nThe example provided demonstrates how this feature can be implemented using RSpec in a GitLab Runner context, specifically with Ruby 3.2 and Postgres and Redis services. The parallelization is set to run 10 jobs.\\n\\nAdditionally, the text includes instructions on running LDAP tests from the `gitlab/qa` directory and how to run these tests locally with TLS disabled.\\n\\nKEYWORDS: rubocop_spec_helper, fast_spec_helper, setup:, parallelization, RSpec, GitLab Runner, Kubernetes cluster, block volumes, LDAP tests, TLS   \n",
+       "22                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 I'm sorry, I couldn't respond in time. Please try a more specific request or enter /clear to start a new chat.   \n",
+       "..                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            ...   \n",
+       "315                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     To report abuse on GitLab, follow these steps:\\n\\n1. If you're reporting a user from a merge request, navigate to the merge request, select \"Merge request actions\" (ellipsis_v) in the upper-right corner, and then select \"Report abuse\". For regular users, go to their profile page and select \"Report abuse\" in the dropdown menu.\\n2. Select a reason for reporting the user.\\n3. Complete an abuse report.\\n4. Send the report by selecting \"Send report\".\\n\\nTo log errors in GitLab, use the `logError` function from the `~/lib/logger` module. Import it and pass the actual `Error` object to it. This will help capture the stack trace and other details for analysis.\\n\\nClient-side logging is related to Frontend Observability, which aims to quickly react to user-facing issues by monitoring systems. However, not every log needs to be sent to the monitoring system, so consider controlling which messages passed to `~/lib/logger` are actually sent to the monitoring systems.   \n",
+       "327                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              The provided code snippet is an HTML structure for integrating Google's reCAPTCHA into a webpage. The text following the quote sections provides instructions on how to set up and test various scenarios of the Spam and CAPTCHA behavior using different testing tools like atoum, Composer, and Vue Test Utils with examples.\\n\\nIt also suggests best practices for writing unit tests, such as avoiding using Vue template refs to query DOM elements in tests, querying child components instead of DOM nodes when testing Vue components, naming unit tests using the method name being tested, and handling Promises correctly in tests.   \n",
+       "329                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                I'm sorry, I couldn't respond in time. Please try a more specific request or enter /clear to start a new chat.   \n",
+       "333  The provided text discusses several security vulnerabilities found in a system, along with their severity level (Low or High) and the type of attack (Passive). It also provides examples of well-implemented access controls. Additionally, it offers guidelines for using Regular Expressions, particularly noting that Ruby's Regular Expression engine matches multi-line by default. The text also suggests always passing string literals to translation helpers and refers to a Mozilla Developer documentation link for best practices in localization.\\n\\nThe text seems to be related to code review or security auditing of software applications, particularly web applications built with Ruby on Rails or JavaScript (Vue). It emphasizes the importance of returning appropriate HTTP status codes when an authorization check fails and suggests using generic messages like \"access denied\" instead of revealing specific information.\\n\\nThe text also provides examples of well-implemented access controls in GitLab, a popular web-based DevOps platform, and suggests following best practices for splitting and composing sentences in localization to ensure accurate translations.\\n\\nRegarding the Regular Expressions guidelines, it is important to note that unlike other programming languages, such as Perl or Python, Regular Expressions are matching multi-line by default in Ruby. This means that when using Regular Expressions in JavaScript (when Vue cannot be used), it is recommended to set link starting and ending HTML fragments as placeholders for proper localization.\\n\\nLastly, the text refers to a GitLab Merge Request IDs (710, 2511, 3170) as examples of well-implemented access controls. It also mentions a script called `tooling/bin/gettext_extractor locale/gitlab.pot` that parses the codebase and extracts all the strings from the application for localization purposes.   \n",
+       "336                 To disable a Rubocop rule, you can add the comment `# rubocop:disable [RuleName]` right after the code where the violation occurs. If there are multiple lines of code that violate the rule, you can enable and disable it for specific sections using the comments. Here's an example:\\n\\n```ruby\\nmodule M\\n  # rubocop:disable Gitlab/ModuleWithInstanceVariables\\n  def violating_method\\n    @f = 0\\n    @g = 1\\n    @h = 2\\n  end\\n  # rubocop:enable Gitlab/ModuleWithInstanceVariables\\nend\\n```\\n\\nIn the context of GitLab, instance variables in views are discouraged because they make it difficult to track data dependency. Instead, use something like this:\\n\\n```haml\\n= render 'projects/commits/commit', commit: commit, ref: ref, project: project\\n```\\n\\nAnd in the partial:\\n\\n```haml\\n- ref = local_assigns.fetch(:ref)\\n- commit = local_assigns.fetch(:commit)\\n- project = local_assigns.fetch(:project)\\n```\\n\\nWhen writing code in `lib/`, place EE-specific logic in the top-level `EE` module namespace, and namespace the class beneath the `EE` module as usual. For example:\\n\\n```ruby\\n# If CE has LDAP classes in lib/gitlab/ldap/\\n# Then you would place EE-specific LDAP classes in ee/lib/ee/gitlab/ldap\\n```\\n\\nFor EE API routes, put them in a `prepended` block:\\n\\n```ruby\\nmodule EE\\n  module API\\n    module MergeRequests\\n      extend ActiveSupport::Concern\\n\\n      prepended do\\n        params do\\n          requires :id, types: [String, Integer], desc: 'The ID or URL-encoded path of the project'\\n        end\\n        resource :projects, requirements: ::API::API::NAMESPACE_OR_PROJECT_REQUIREMENTS do\\n          # ...\\n        end\\n      end\\n    end\\n  end\\nend\\n```\\n\\nWhen extending EE features in API, use `extend ActiveSupport::Concern` and put the EE module files following the guidelines for Extending CE features with EE backend code.   \n",
+       "\n",
+       "     correctness  readability  comprehensiveness  \n",
+       "3              1            2                  1  \n",
+       "11             1            3                  1  \n",
+       "15             1            2                  1  \n",
+       "21             1            2                  1  \n",
+       "22             1            1                  1  \n",
+       "..           ...          ...                ...  \n",
+       "315            1            2                  1  \n",
+       "327            1            2                  1  \n",
+       "329            1            1                  1  \n",
+       "333            1            2                  1  \n",
+       "336            1            1                  1  \n",
+       "\n",
+       "[258 rows x 7 columns]"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[df[\"correctness\"] <= 1][[\"question\", \"context\", \"answering_model\", \"answer\", \"correctness\", \"readability\", \"comprehensiveness\"]]"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.14"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}