{ "cells": [ { "cell_type": "markdown", "id": "81191480", "metadata": {}, "source": [ "# Thematic Search with Unsupervised Topic Modeling\n", "\n", "In this page, we will create a TopicDatabase of the [United Nations General Debate Corpus](https://www.kaggle.com/datasets/unitednations/un-general-debates) so we can do Thematic Search. \n", "\n", "This corpus does not come with any topic metadata, so our first step is to generate a topic hierarchy and assign topic strengths to each document in the dataset. To do this, we will be using a typical unsupervised topic modeling pipeline: vectorize the documents, dimension reduce, cluster, and then represent the clusters with topic metadata.\n", "\n", "## Setting up the Topic Database\n", "\n", "The first steps in the topic modeling pipeline is to chunk our documents and embed the chunks. As this is standard practice, we're going to grab a copy of the dataset from HuggingFace that has pre-computed chunks, embedding vectors and UMAP reduced vectors. The dataset as well as more details on its creation [is available here](https://huggingface.co/datasets/kalebr/un-general-debate-corpus-chunked)." ] }, { "cell_type": "code", "execution_count": 1, "id": "0564a653", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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original_indexchunk_texttoken_countembeddingreducedsessionyearcountryinformation_weight
00It is indeed a pleasure for me and the member...107[0.0061351038, 0.020647585, 0.01789057, 0.0222...[6.317007541656494, 7.351022243499756]441989MDV39.726044
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" ], "text/plain": [ " original_index chunk_text \\\n", "0 0 It is indeed a pleasure for me and the member... \n", "\n", " token_count embedding \\\n", "0 107 [0.0061351038, 0.020647585, 0.01789057, 0.0222... \n", "\n", " reduced session year country \\\n", "0 [6.317007541656494, 7.351022243499756] 44 1989 MDV \n", "\n", " information_weight \n", "0 39.726044 " ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "\n", "ungdc_df = pd.read_parquet(\"https://huggingface.co/datasets/kalebr/un-general-debate-corpus-chunked/resolve/main/ungdc-all-chunked.parquet\")\n", "\n", "\n", "embedding_vectors = np.stack(ungdc_df['embedding'].values)\n", "reduced_vectors = np.stack(ungdc_df['reduced'].values)\n", "text = ungdc_df['chunk_text'].to_numpy()\n", "\n", "ungdc_df.head(1)" ] }, { "cell_type": "markdown", "id": "a716afc4", "metadata": {}, "source": [ "### Computing a Topic Hierarchy\n", "\n", "Next, we will use Toponymy to generate a topic hierarchy and assign topic labels to the chunks in our dataset. Toponymy first uses HDBSCAN to generate a set of cluster layers that are organized into a tree, and assigns each vector a cluster label for each layer of the hierarchy (possibly -1 for noise). Then it uses an LLM to generate topic names for each cluster by passing it context about the cluster, such as keyphrases and example snippets.\n", "\n", "First we need to initialize our LLM wrapper - I am using Claude 3 Haiku - and then we need to set up our Toponymy parameters." ] }, { "cell_type": "code", "execution_count": 2, "id": "07991d11", "metadata": {}, "outputs": [], "source": [ "## Toponymy LLM Wrapper Setup\n", "from toponymy.llm_wrappers import AnthropicNamer\n", "\n", "llm = AnthropicNamer(\n", " api_key=\"your-api-key-here\",\n", " model=\"claude-3-haiku-20240307\", # Fast and cost-effective\n", " llm_specific_instructions=\"Generate coherent, descriptive names\"\n", ")\n", "\n", "## Toponymy settings\n", "model_name = 'all-MiniLM-L6-v2' # embedding model.\n", "\n", "toponymy_object_description = \"excerpts from a speech\"\n", "toponymy_corpus_description = \"United Nations General Debate Transcripts\"\n", "\n", "toponymy_exemplar_method = \"central\"\n", "toponymy_keyphrase_method = \"information_weighted\"\n", "toponymy_subtopic_method = \"facility_location\"\n", "\n", "clusterer_params = {\n", " 'min_clusters':4,\n", " 'base_min_cluster_size':25,\n", " 'verbose':True\n", "}" ] }, { "cell_type": "code", "execution_count": 3, "id": "38ae4510", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "C:\\Users\\User\\Documents\\topicdb\n" ] } ], "source": [ "import os\n", "print(os.getcwd())\n" ] }, { "cell_type": "markdown", "id": "e5d9e5f6", "metadata": {}, "source": [ "Next, we can run Toponymy. Since I've already run it myself, I am going to load the serialized output instead:" ] }, { "cell_type": "code", "execution_count": 4, "id": "5a7579df", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "eb12e3fa5cf74d689603d811d94f2bec", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Loading weights: 0%| | 0/199 [00:00\\n\",\"\\n\\n\\n\"],\n", " }\n", " toponymy_fit_params = {\n", " 'exemplar_method':toponymy_exemplar_method,\n", " 'keyphrase_method':toponymy_keyphrase_method,\n", " 'subtopic_method':toponymy_subtopic_method,\n", " }\n", "\n", " toponymy = Toponymy(**toponymy_params)\n", " toponymy.fit(text, embedding_vectors, reduced_vectors, **toponymy_fit_params)\n", "\n", " topicmodel = TopicModel.from_toponymy(toponymy, document_df=df)\n", "\n", "if True:\n", " from pathlib import Path\n", "\n", " device = 'cuda' if torch.cuda.is_available() else 'cpu'\n", "\n", " if not Path('ungdc-full-topic-model.tm.zip').is_file():\n", " !curl -O https://huggingface.co/datasets/kalebr/un-general-debate-corpus-chunked/resolve/main/ungdc-full-topic-model.tm.zip\n", " \n", " model = SentenceTransformer(\"all-mpnet-base-v2\", device=device)\n", " print(f\"Loaded model: all-mpnet-base-v2\")\n", "\n", " topicmodel = TopicModel.from_file('ungdc-full-topic-model.tm.zip')" ] }, { "cell_type": "markdown", "id": "3930ff0c", "metadata": {}, "source": [ "Toponymy's `TopicModel` class contains the following data from Toponymy:\n", "- The cluster_tree `topicmodel.cluster_tree`\n", "- The topic representation metadata `topicmodel.topic_df`\n", "- The embedding vectors `topicmodel.embedding_vectors`\n", "- The reduced vectors `topicmodel.reduced_vectors`\n", "- The cluster inclusion matrices `topicmodel.cluster_layers`\n", "\n", "Conveniently, the TopicModel contains everything you need to build a TopicDatabase. For example, here is the topic metadata:" ] }, { "cell_type": "code", "execution_count": 5, "id": "c9f12f38", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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uidlayerclusternamekeyphrases
0AAAB00Conflict and political reconciliation in North...[people of northern ireland, british and irish...
1AAAC01Antarctica's status as the common heritage of ...[question of antarctica, antarctic treaty, con...
2AAAD02Implementation of South Tyrol Autonomy Agreeme...[autonomy of south tyrol, austria and italy, r...
3AAAE03Decolonization and self-determination of New C...[people of new caledonia, south pacific forum,...
4AAAF04Decolonization and self-determination of East ...[people of east timor, leadership of fretilin,...
..................
613AAwE33Latin American Integration and Conflicts[central american countries, government of gua...
614AAwF34Congratulations and Tributes to UN Leadership[election to the presidency, mr president, sir...
615AAwG35Nuclear Disarmament and European Security[non-proliferation of nuclear weapons, nuclear...
616AAwH36UN Reform and Global Order[disarmament, nuclear weapons, developing coun...
617AAwI37Reforming Global Economic Order[developing countries, terms of trade, new int...
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618 rows × 5 columns

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" ], "text/plain": [ " uid layer cluster name \\\n", "0 AAAB 0 0 Conflict and political reconciliation in North... \n", "1 AAAC 0 1 Antarctica's status as the common heritage of ... \n", "2 AAAD 0 2 Implementation of South Tyrol Autonomy Agreeme... \n", "3 AAAE 0 3 Decolonization and self-determination of New C... \n", "4 AAAF 0 4 Decolonization and self-determination of East ... \n", ".. ... ... ... ... \n", "613 AAwE 3 3 Latin American Integration and Conflicts \n", "614 AAwF 3 4 Congratulations and Tributes to UN Leadership \n", "615 AAwG 3 5 Nuclear Disarmament and European Security \n", "616 AAwH 3 6 UN Reform and Global Order \n", "617 AAwI 3 7 Reforming Global Economic Order \n", "\n", " keyphrases \n", "0 [people of northern ireland, british and irish... \n", "1 [question of antarctica, antarctic treaty, con... \n", "2 [autonomy of south tyrol, austria and italy, r... \n", "3 [people of new caledonia, south pacific forum,... \n", "4 [people of east timor, leadership of fretilin,... \n", ".. ... \n", "613 [central american countries, government of gua... \n", "614 [election to the presidency, mr president, sir... \n", "615 [non-proliferation of nuclear weapons, nuclear... \n", "616 [disarmament, nuclear weapons, developing coun... \n", "617 [developing countries, terms of trade, new int... \n", "\n", "[618 rows x 5 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "topicmodel.topic_df" ] }, { "cell_type": "markdown", "id": "264cedc6", "metadata": {}, "source": [ "### Propagating Labels to Noise Points\n", "\n", "Although we could make a TopicDatabase with what we have now, I want to first assign topic strengths to all the noise points by using scikit-learn's `LabelSpreading` algorithm to predict soft inclusion strengths for each topic to each noise point, using the Topoynymy labels as training data." ] }, { "cell_type": "code", "execution_count": 6, "id": "a1912c37", "metadata": {}, "outputs": [], "source": [ "from sklearn.semi_supervised import LabelSpreading\n", "\n", "spreader = LabelSpreading(kernel='knn')\n", "\n", "soft_layers = []\n", "for matrix in topicmodel.cluster_layers:\n", " labels = np.asarray(np.argmax(matrix,axis=1))\n", " spreader.fit(topicmodel.embedding_vectors, labels.flatten())\n", " soft_layers.append(spreader.label_distributions_)\n" ] }, { "cell_type": "markdown", "id": "72a36279", "metadata": {}, "source": [ "### Initializing the Topic Database\n", "\n", "Now we have everything we need to initialize the topic database:" ] }, { "cell_type": "code", "execution_count": 10, "id": "f58404a2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from thematic_search import TopicDatabase, SoftClusterTree\n", "\n", "topicdb = TopicDatabase(\n", " soft_cluster_tree=SoftClusterTree(\n", " soft_layers,\n", " topicmodel.cluster_tree,\n", " ),\n", " embedding_vectors=topicmodel.embedding_vectors,\n", " reduced_vectors=topicmodel.reduced_vectors,\n", " sample_df=ungdc_df.drop(columns=['embedding', 'reduced']),\n", " topic_df=topicmodel.topic_df,\n", " embedding_model=model\n", ")\n", "topicdb" ] }, { "cell_type": "markdown", "id": "94f1092c", "metadata": {}, "source": [ "## Searching and Visualizing\n", "\n", "Now with our chunk database and speech database both ready to go, lets go through some example usage.\n", "\n", "First, lets query for high-level (layer>=3) topics in the speeches given by the Canadian delegation, with strength at least 0.75:" ] }, { "cell_type": "code", "execution_count": 12, "id": "0538173f", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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uidlayerclusternamekeyphrases
610AAwB30Southeast Asian Geopolitics[government of democratic kampuchea, vietnames...
611AAwC31Middle East Conflicts[palestinian people, israel, occupied arab ter...
612AAwD32Decolonization and Anti-Apartheid[people of south africa, south african governm...
613AAwE33Latin American Integration and Conflicts[central american countries, government of gua...
615AAwG35Nuclear Disarmament and European Security[non-proliferation of nuclear weapons, nuclear...
616AAwH36UN Reform and Global Order[disarmament, nuclear weapons, developing coun...
617AAwI37Reforming Global Economic Order[developing countries, terms of trade, new int...
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" ], "text/plain": [ " uid layer cluster name \\\n", "610 AAwB 3 0 Southeast Asian Geopolitics \n", "611 AAwC 3 1 Middle East Conflicts \n", "612 AAwD 3 2 Decolonization and Anti-Apartheid \n", "613 AAwE 3 3 Latin American Integration and Conflicts \n", "615 AAwG 3 5 Nuclear Disarmament and European Security \n", "616 AAwH 3 6 UN Reform and Global Order \n", "617 AAwI 3 7 Reforming Global Economic Order \n", "\n", " keyphrases \n", "610 [government of democratic kampuchea, vietnames... \n", "611 [palestinian people, israel, occupied arab ter... \n", "612 [people of south africa, south african governm... \n", "613 [central american countries, government of gua... \n", "615 [non-proliferation of nuclear weapons, nuclear... \n", "616 [disarmament, nuclear weapons, developing coun... \n", "617 [developing countries, terms of trade, new int... " ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "topicdb.q.samples_where(\"country=='CAN'\").topics(0.9).where('layer>=3').metadata()" ] }, { "cell_type": "markdown", "id": "68ed697c", "metadata": {}, "source": [ "Next, we will find the 25 nearest neighbours of the embedding of \"war between Iran and Iraq\", ask for the theme of that set and print it's name.\n", "\n", "Then we can take that theme and find all the documents in the theme with strength at least 0.9." ] }, { "cell_type": "code", "execution_count": 13, "id": "e5a21c3b", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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uidlayerclusternamekeyphrases
462AAQO113Withdrawal of Soviet Troops and Political Sett...[people of afghanistan, pakistan and iran, gen...
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" ], "text/plain": [ " uid layer cluster name \\\n", "462 AAQO 1 13 Withdrawal of Soviet Troops and Political Sett... \n", "\n", " keyphrases \n", "462 [people of afghanistan, pakistan and iran, gen... " ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "topic = topicdb.q.neighbours(\"Soviet union invading Afghanistan\",k=25).theme().metadata()\n", "topic" ] }, { "cell_type": "code", "execution_count": 17, "id": "31e852d2", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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original_indexchunk_texttoken_countsessionyearcountryinformation_weight
7154811Guido de Marco for the very able manner in whi...177461991JPN46.473844
7204814Before elaborating on this, I should like to e...209461991ROU48.322461
9001939Whatever the particular economic, political or...121411986SOM39.224018
123731320207.\\tThere is a clamor that rises from the de...225301975ECU57.556131
171142112A united response is most urgently needed for ...138431988CYP37.285434
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" ], "text/plain": [ " original_index chunk_text \\\n", "7154 811 Guido de Marco for the very able manner in whi... \n", "7204 814 Before elaborating on this, I should like to e... \n", "9001 939 Whatever the particular economic, political or... \n", "12373 1320 207.\\tThere is a clamor that rises from the de... \n", "17114 2112 A united response is most urgently needed for ... \n", "\n", " token_count session year country information_weight \n", "7154 177 46 1991 JPN 46.473844 \n", "7204 209 46 1991 ROU 48.322461 \n", "9001 121 41 1986 SOM 39.224018 \n", "12373 225 30 1975 ECU 57.556131 \n", "17114 138 43 1988 CYP 37.285434 " ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "topicdb.q.topic_idx(topic.index.values[0]).samples().metadata().head()" ] }, { "cell_type": "markdown", "id": "9a219eb3", "metadata": {}, "source": [ "For a bit of visualization, we can colour a scatter plot of the samples by their inclusion strength in a topic of choice. We can also compare the topology of thematic and semantic search:" ] }, { "cell_type": "code", "execution_count": 28, "id": "77bd5e05", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "topic = (3,3)\n", "\n", "topic_info = topicdb.q.topic(*topic).info()\n", "\n", "interior_index = topicdb.q.topic(*topic).samples(0.95).indices\n", "bdry_index = topicdb.q.topic(*topic).samples(0.01).indices\n", "strengths = topicdb.soft_cluster_tree.strengths(topic_info.index[0], bdry_index)\n", "\n", "fig,(ax1,ax2)=plt.subplots(1,2, figsize=(12,5))\n", "ax1.set_title(f\"Thematic search for '{topic_info.name.values[0]}'\")\n", "ax1.scatter(\n", " topicdb.reduced_vectors[:,0], topicdb.reduced_vectors[:,1],\n", " s=1, c='k', alpha=0.5\n", ")\n", "sc=ax1.scatter(\n", " *topicdb.reduced_vectors[bdry_index].T,\n", " s=5, c=strengths, cmap='RdYlGn',\n", " alpha=0.5\n", ")\n", "\n", "plt.colorbar(sc, label=\"Cluster inclusion strength\")\n", "ax1.set_xticks([]) \n", "ax1.set_yticks([]) \n", "ax2.scatter(\n", " *topicdb.reduced_vectors.T, s=1, c='k', alpha=0.5\n", ")\n", "\n", "colours = [\n", " 'red','orange','yellow','green'\n", "]\n", "ax2.set_title(f\"Semantic search for '{topic_info.name.values[0]}'\")\n", "for i, k in enumerate([2500,1000,500,100]):\n", " nn_idx = topicdb.q.neighbours(topic_info.name.values[0], k=k).indices\n", " vectors = topicdb.reduced_vectors\n", " ax2.scatter(\n", " vectors[nn_idx, 0],\n", " vectors[nn_idx, 1],\n", " s=5,\n", " c=colours[i],\n", " alpha=0.5,\n", " label=f\"k={k}\"\n", " )\n", "ax2.legend()\n", "ax2.set_xticks([]) \n", "ax2.set_yticks([]) \n", "plt.show()\n", "\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" } }, "nbformat": 4, "nbformat_minor": 5 }