Reach out
← Back to Cookbook

embeddings

Details

File: mistral/embeddings/embeddings.ipynb

Type: Jupyter Notebook

Use Cases: Embeddings

Content

Notebook content (JSON format):

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "92587c8a-897d-4fc7-a62a-2988da97e45d",
   "metadata": {},
   "source": [
    "# Mistral Embeddings API \n",
    "\n",
    "Embeddings are vectorial representations of text that capture the semantic meaning of paragraphs through their position in a high dimensional vector space. Mistral Embeddings API offers cutting-edge, state-of-the-art embeddings for text, which can be used for many NLP tasks. In this guide, we will cover the fundamentals of the Mistral embeddings API, including how to measure the distance between text embeddings, and explore its main use cases:  clustering and classification. \n",
    "\n",
    "## Mistral Embeddings API \n",
    "To generate text embeddings using Mistral’s embeddings API, we can make a request to the API endpoint and specify the embedding model `mistral-embed`, along with providing a list of input text. The API will then return the corresponding embeddings as numerical vectors, which can be used for further analysis or processing in NLP applications.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4312b3ac-a70b-443c-98f9-f7f5d7c1bd33",
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install mistralai seaborn numpy scikit-learn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7c28ce18-065d-4379-8bbb-214479238c77",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "from mistralai import Mistral\n",
    "\n",
    "api_key = os.environ[\"MISTRAL_API_KEY\"]\n",
    "model = \"mistral-embed\"\n",
    "\n",
    "client = Mistral(api_key=api_key)\n",
    "\n",
    "embeddings_batch_response = client.embeddings.create(\n",
    "    model=model,\n",
    "    inputs=[\"Embed this sentence.\", \"As well as this one.\"],\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0f410f39-5b57-4284-af91-7be21abf79c4",
   "metadata": {},
   "source": [
    "\n",
    "The output is a EmbeddingResponse object with the embeddings and the token usage information. \n",
    "\n",
    "```\n",
    "Data(id='eb4c2c739780415bb3af4e47580318cc', object='list', data=[EmbeddingObject(object='embedding', embedding=[-0.0165863037109375,...], index=0), Data(object='embedding', embedding=[-0.0234222412109375,...], index=1)], model='mistral-embed', usage=EmbeddingResponseUsage(prompt_tokens=15, total_tokens=15, completion_tokens=0))\n",
    "\n",
    "```\n",
    "Let’s take a look of the length of the first embedding:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "709bfa0d-664c-4902-8de5-f96a22232ca7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1024"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(embeddings_batch_response.data[0].embedding)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "09d4267d-8ab1-4c7c-91c0-0f1d567e295a",
   "metadata": {},
   "source": [
    "It returns 1024, which means that our embedding dimension is 1024. The `mistral-embed` model generates embedding vectors of dimension 1024 for each text string, regardless of the text length.  It’s worth noting that while higher dimensional embeddings can better capture text information and improve the performance of NLP tasks, they may require more computational resources for hosting and inference, and may result in increased latency and memory usage for storing and processing these embeddings. This trade-off between performance and computational resources should be considered when designing NLP systems that rely on text embeddings.\n",
    "\n",
    "### Distance measures\n",
    "\n",
    "In the realm of text embeddings, texts with similar meanings or context tend to be located in closer proximity to each other within this space, as measured by the distance between their vectors. This is due to the fact that the model has learned to group semantically related texts together during the training process. \n",
    "\n",
    "Let’s take a look at a simple example. To simplify working with text embeddings, we can wrap the embedding API in this function:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c95c2bdf-f08a-4d36-825a-0f78ce82ec7d",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics.pairwise import euclidean_distances\n",
    "\n",
    "def get_text_embedding(inputs):\n",
    "    embeddings_batch_response = client.embeddings.create(\n",
    "        model=model,\n",
    "        inputs=inputs\n",
    "    )\n",
    "    return embeddings_batch_response.data[0].embedding"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7206c037-97d3-4eee-a510-46f6bff1d78b",
   "metadata": {},
   "source": [
    "Suppose we have two sentences: one about cats and the other about books.  We want to find how similar each sentence is to the reference sentence \"Books are mirrors: You only see in them what you already have inside you\". We can see that the distance between the reference sentence embeddings and the book sentence embeddings is smaller than the distance between the reference sentence embeddings and the cat sentence embeddings. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fd16565e-272b-46b2-884d-3c61e91cbe52",
   "metadata": {},
   "outputs": [],
   "source": [
    "sentences = [\n",
    "    \"A home without a cat — and a well-fed, well-petted and properly revered cat — may be a perfect home, perhaps, but how can it prove title?\",\n",
    "    \"I think books are like people, in the sense that they’ll turn up in your life when you most need them\"\n",
    "]\n",
    "embeddings = [get_text_embedding([t]) for t in sentences]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b1587f75-3f36-46aa-86d8-7c2fe400be5e",
   "metadata": {
    "lines_to_next_cell": 2
   },
   "outputs": [],
   "source": [
    "reference_sentence = \"Books are mirrors: You only see in them what you already have inside you\"\n",
    "reference_embedding = get_text_embedding([reference_sentence])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8d7b2d20-a920-4171-95de-3f0812803321",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A home without a cat — and a well-fed, well-petted and properly revered cat — may be a perfect home, perhaps, but how can it prove title? [[0.80094257]]\n",
      "I think books are like people, in the sense that they’ll turn up in your life when you most need them [[0.58162089]]\n"
     ]
    }
   ],
   "source": [
    "for t, e in zip(sentences, embeddings):\n",
    "    distance = euclidean_distances([e], [reference_embedding])\n",
    "    print(t, distance)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bdfb86a9-7664-464a-9cc2-854993b72238",
   "metadata": {},
   "source": [
    "In our example above, we used the Euclidean distance to measure the distance between embedding vectors (note that since Mistral embeddings are norm 1, cosine similarity, dot product or Euclidean distance are all equivalent).\n",
    "\n",
    "### Paraphrase detection\n",
    "\n",
    "Another potential use case is paraphrase detection. In this simple example, we have a list of three sentences, and we would like to find out if any of the two sentences are paraphrases of each other. If the distance between two sentence embeddings is small, it suggests that the two sentences are semantically similar and could be potential paraphrases. \n",
    "\n",
    "Result suggests that the first two sentences are semantically similar and could be potential paraphrases, whereas the third sentence is more different. This is just a super simple example. But this approach can be extended to more complex situations in real-world applications, such as detecting paraphrases in social media posts, news articles, or customer reviews.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2d610ebd-e0a0-4435-ab1d-07216b214b89",
   "metadata": {},
   "outputs": [],
   "source": [
    "sentences = [\n",
    "    'Have a safe happy Memorial Day weekend everyone',\n",
    "    'To all our friends at Whatsit Productions Films enjoy a safe happy Memorial Day weekend',\n",
    "    'Where can I find the best cheese?'\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "5938ef92-a83d-4ca1-a32c-5ecd32ba9ae8",
   "metadata": {},
   "outputs": [],
   "source": [
    "sentence_embeddings = [get_text_embedding([t]) for t in sentences]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6f5449e4-ee20-4bcc-aa79-a44f084f6b97",
   "metadata": {},
   "outputs": [],
   "source": [
    "import itertools\n",
    "\n",
    "sentence_embeddings_pairs = list(itertools.combinations(sentence_embeddings, 2))\n",
    "sentence_pairs = list(itertools.combinations(sentences, 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ae95833b-3013-4275-af57-71604627482b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('Have a safe happy Memorial Day weekend everyone', 'To all our friends at Whatsit Productions Films enjoy a safe happy Memorial Day weekend') [[0.54326686]]\n",
      "('Have a safe happy Memorial Day weekend everyone', 'Where can I find the best cheese?') [[0.92573978]]\n",
      "('To all our friends at Whatsit Productions Films enjoy a safe happy Memorial Day weekend', 'Where can I find the best cheese?') [[0.9114184]]\n"
     ]
    }
   ],
   "source": [
    "for s, e in zip(sentence_pairs, sentence_embeddings_pairs):\n",
    "    print(s, euclidean_distances([e[0]], [e[1]]))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "117ab6ab-1ec7-4030-a168-13d753a6a3d2",
   "metadata": {},
   "source": [
    "### Batch processing \n",
    "\n",
    "The Mistral Embeddings API is designed to process text in batches for improved efficiency and speed. In this example, we will demonstrate this by loading the Symptom2Disease dataset from [Kaggle](https://www.kaggle.com/datasets/niyarrbarman/symptom2disease), which contains 1200 rows with two columns: \"label\" and \"text\". The \"label\" column indicates the disease category, while the \"text\" column describes the symptoms associated with that disease. \n",
    "\n",
    "We wrote a function `get_embeddings_by_chunks` that splits data into chunks and then sends each chunk to the Mistral embedding API to get the embeddings. Then we saved the embeddings as a new column in the dataframe. Note that the Mistral Embeddings API will provide auto-chunking in the future, so that users don’t need to manually split the data into chunks before sending it to the API. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "3fa58906-41b1-4b50-96ca-8457175de37a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "df = pd.read_csv(\"https://raw.githubusercontent.com/mistralai/cookbook/main/data/Symptom2Disease.csv\", index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "e0c7821a-da97-4baa-afa5-aa023a5298b4",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_embeddings_by_chunks(data, chunk_size):\n",
    "    chunks = [data[x : x + chunk_size] for x in range(0, len(data), chunk_size)]\n",
    "    embeddings_response = [\n",
    "        client.embeddings.create(model=model, inputs=c) for c in chunks\n",
    "    ]\n",
    "    return [d.embedding for e in embeddings_response for d in e.data]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "b0282432-3656-4eb5-9e6a-2d1358187b33",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['embeddings'] = get_embeddings_by_chunks(df['text'].tolist(), 50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "7d714a9e-783c-4385-95ee-5f2f3fbeb7fe",
   "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>label</th>\n",
       "      <th>text</th>\n",
       "      <th>embeddings</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Psoriasis</td>\n",
       "      <td>I have been experiencing a skin rash on my arm...</td>\n",
       "      <td>[-0.036102294921875, 0.041351318359375, 0.0734...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Psoriasis</td>\n",
       "      <td>My skin has been peeling, especially on my kne...</td>\n",
       "      <td>[-0.05364990234375, 0.05224609375, 0.073791503...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Psoriasis</td>\n",
       "      <td>I have been experiencing joint pain in my fing...</td>\n",
       "      <td>[-0.035400390625, 0.026275634765625, 0.0360107...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Psoriasis</td>\n",
       "      <td>There is a silver like dusting on my skin, esp...</td>\n",
       "      <td>[-0.035980224609375, 0.057037353515625, 0.0528...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Psoriasis</td>\n",
       "      <td>My nails have small dents or pits in them, and...</td>\n",
       "      <td>[-0.02471923828125, 0.039337158203125, 0.04772...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       label                                               text  \\\n",
       "0  Psoriasis  I have been experiencing a skin rash on my arm...   \n",
       "1  Psoriasis  My skin has been peeling, especially on my kne...   \n",
       "2  Psoriasis  I have been experiencing joint pain in my fing...   \n",
       "3  Psoriasis  There is a silver like dusting on my skin, esp...   \n",
       "4  Psoriasis  My nails have small dents or pits in them, and...   \n",
       "\n",
       "                                          embeddings  \n",
       "0  [-0.036102294921875, 0.041351318359375, 0.0734...  \n",
       "1  [-0.05364990234375, 0.05224609375, 0.073791503...  \n",
       "2  [-0.035400390625, 0.026275634765625, 0.0360107...  \n",
       "3  [-0.035980224609375, 0.057037353515625, 0.0528...  \n",
       "4  [-0.02471923828125, 0.039337158203125, 0.04772...  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "77ac1d38-ddf1-40c6-855f-1065405f0ec3",
   "metadata": {},
   "source": [
    "## t-SNE embeddings visualization \n",
    "\n",
    "We mentioned previously that our embeddings have 1024 dimensions, which makes them impossible to visualize directly. Thus, in order to visualize our embeddings, we can use a dimensionality reduction technique such as t-SNE to project our embeddings into a lower-dimensional space that is easier to visualize. \n",
    "\n",
    "In this example, we transform our embeddings to 2 dimensions and create a 2D scatter plot showing the relationships among embeddings of different diseases. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e2badca7-ec02-421e-99a8-2bc44fdd42af",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "from sklearn.manifold import TSNE\n",
    "import numpy as np\n",
    "\n",
    "\n",
    "tsne = TSNE(n_components=2, random_state=0).fit_transform(np.array(df['embeddings'].to_list()))\n",
    "ax = sns.scatterplot(x=tsne[:, 0], y=tsne[:, 1], hue=np.array(df['label'].to_list()))\n",
    "sns.move_legend(ax, 'upper left', bbox_to_anchor=(1, 1))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8211936e-f5cf-4eca-91fb-05c65418f20d",
   "metadata": {},
   "source": [
    "#### Comparison with fasttext \n",
    "\n",
    "We can compare it with fastText, a popular open-source embeddings model. However, when examining the t-SNE embeddings plot, we notice that fastText embeddings fail to create clear separations between data points with matching labels.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "00df9498-8c5f-4322-91bf-4384bc70902b",
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install fasttext"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "e9ca9418-d355-4c3c-9a1d-03753262cb1d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning : `load_model` does not return WordVectorModel or SupervisedModel any more, but a `FastText` object which is very similar.\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import fasttext.util\n",
    "fasttext.util.download_model('en', if_exists='ignore')  # English\n",
    "ft = fasttext.load_model('cc.en.300.bin')\n",
    "\n",
    "df['fasttext_embeddings'] = df['text'].apply(lambda x: ft.get_word_vector(x).tolist())\n",
    "\n",
    "tsne = TSNE(n_components=2, random_state=0).fit_transform(np.array(df['fasttext_embeddings'].to_list()))\n",
    "ax = sns.scatterplot(x=tsne[:, 0], y=tsne[:, 1], hue=np.array(df['label'].to_list()))\n",
    "sns.move_legend(ax, 'upper left', bbox_to_anchor=(1, 1))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce94a816-6d1a-4f69-8f9c-559b24426673",
   "metadata": {},
   "source": [
    "## Classification\n",
    "\n",
    "Text embeddings can be used as input features in machine learning models, such as classification and clustering. In this example, we use a classification model to predict the disease labels from the embeddings of disease description text. \n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "261e6e78-341b-4b03-902d-3f27922f52d7",
   "metadata": {
    "lines_to_next_cell": 2
   },
   "outputs": [],
   "source": [
    "# Create a train / test split\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "train_x, test_x, train_y, test_y = train_test_split(df['embeddings'], df[\"label\"],test_size=0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "baeff9a8-7be1-4fb9-9cb3-cb44a719076a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Normalize features\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "scaler = StandardScaler()\n",
    "train_x = scaler.fit_transform(train_x.to_list())\n",
    "test_x = scaler.transform(test_x.to_list())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "dd8f8a80-6b7e-40a2-82e2-bd8c4be0ab67",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Precision: 98.75%\n"
     ]
    }
   ],
   "source": [
    "# Train a classifier and compute the test accuracy\n",
    "\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "\n",
    "# For a real problem, C should be properly cross validated and the confusion matrix analyzed\n",
    "clf = LogisticRegression(random_state=0, C=1.0, max_iter=500).fit(train_x, train_y.to_list()) \n",
    "\n",
    "# you can also try the sag algorithm:\n",
    "# clf = LogisticRegression(random_state=0, C=1.0, max_iter=1000, solver='sag').fit(train_x, train_y)\n",
    "\n",
    "print(f\"Precision: {100*np.mean(clf.predict(test_x) == test_y.to_list()):.2f}%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "263c015e-c32d-440c-a7d4-5d977d2d4a6e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Migraine'"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Classify a single example\n",
    "text = \"I've been experiencing frequent headaches and vision problems.\"\n",
    "clf.predict([get_text_embedding([text])])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad4b26bc-2aa0-4008-aad2-7255aaeea3db",
   "metadata": {},
   "source": [
    "#### Comparison with fasttext \n",
    "Additionally, let’s take a look at the performance using fastText embeddings in this classification task. It appears that the classification model achieves better performance with Mistral embedding models as compared to using fastText embeddings.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "df2b36ee-0b7d-4813-a259-624a838d2af6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Precision: 86.25%\n"
     ]
    }
   ],
   "source": [
    "# Create a train / test split\n",
    "from sklearn.model_selection import train_test_split\n",
    "train_x, test_x, train_y, test_y = train_test_split(df['fasttext_embeddings'], df[\"label\"],test_size=0.2)\n",
    "# Normalize features\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "scaler = StandardScaler()\n",
    "train_x = scaler.fit_transform(train_x.to_list())\n",
    "test_x = scaler.transform(test_x.to_list())\n",
    "# Train a classifier and compute the test accuracy\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "# For a real problem, C should be properly cross validated and the confusion matrix analyzed\n",
    "clf = LogisticRegression(random_state=0, C=1.0, max_iter=500).fit(train_x, train_y.to_list()) \n",
    "# you can also try the sag algorithm:\n",
    "# clf = LogisticRegression(random_state=0, C=1.0, max_iter=1000, solver='sag').fit(train_x, train_y)\n",
    "print(f\"Precision: {100*np.mean(clf.predict(test_x) == test_y.to_list()):.2f}%\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a1a6428-77aa-41f5-bf7a-5af9ea609003",
   "metadata": {},
   "source": [
    "## Clustering\n",
    "\n",
    "What if we don’t have disease labels? One approach to gain insights from the data is through clustering. Clustering is an unsupervised machine learning technique that groups similar data points together based on their similarity with respect to certain features. In the context of text embeddings, we can use the distance between each embedding as a measure of similarity, and group together data points with embeddings that are close to each other in the high-dimensional space. \n",
    "\n",
    "Since we already know there are 24 clusters, let’s use the K-means clustering with 24 clusters. Then we can inspect a few examples and verify whether the examples in a single cluster are similar to one another. For example, take a look at the first three rows of cluster 23. We can see that they look very similar in terms of symptoms. \n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "d053db2c-4a89-4f98-a1ed-36594b786ea8",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "model = KMeans(n_clusters=24, max_iter=1000)\n",
    "model.fit(df['embeddings'].to_list())\n",
    "df[\"cluster\"] = model.labels_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "0169b960-faea-4da6-b509-08558d476118",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "I have been feeling extremely tired and weak, and I've also been coughing a lot with difficulty breathing. My fever is very high, and I'm producing a lot of mucus when I cough.\n",
      "I've got a cough that won't go away, and I'm exhausted. I've been coughing up thick mucous and my fever is also pretty high.\n",
      "I have a persistent cough and have been feeling quite fatigued. My fever is through the roof, and I'm having trouble breathing. When I cough, I also cough up a lot of mucous.\n"
     ]
    }
   ],
   "source": [
    "print(*df[df.cluster==23].text.head(3), sep='\\n')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a46a74a-fc5e-463f-9a66-1962b02f96bd",
   "metadata": {},
   "source": [
    "## Retrieval \n",
    "\n",
    "Our embedding model excels in retrieval tasks, as it is trained with retrieval in mind. Embeddings are also incredibly helpful in implementing retrieval-augmented generation (RAG) systems, which use retrieved relevant information from a knowledge base to generate responses. At a high-level, we embed a knowledge base, whether it is a local directory, text files, or internal wikis, into text embeddings and store them in a vector database. Then, based on the user's query, we retrieve the most similar embeddings, which represent the relevant information from the knowledge base. Finally, we feed these relevant embeddings to a large language model to generate a response that is tailored to the user's query and context. If you are interested in learning more about how RAG systems work and how to implement a basic RAG, check out our [previous guide](https://github.com/mistralai/cookbook/blob/main/mistral/rag/basic_RAG.ipynb) on this topic. \n"
   ]
  }
 ],
 "metadata": {
  "jupytext": {
   "formats": "ipynb,py:light"
  },
  "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": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}