diff --git a/README.md b/README.md
index 4cb33c2..2afb8cb 100644
--- a/README.md
+++ b/README.md
@@ -11,3 +11,4 @@
 [pycuda\_cudf\_integration](./pycuda_cudf_integration) | Demonstrates processing python cudf dataframes using `pycuda`
 [tfidf-benchmark](./tfidf-benchmark) | Benchmarks NLP text processing pipeline in cuML + Dask vs. Apache Spark
 [rapids_triton_example](./rapids_triton_example) |  Example of using RAPIDS+Pytorch with Nvidia Triton.
+[cuBERT_topic_modelling](./cuBERT_topic_modelling) |  Leveraging BERT, TF-IDF and NVIDIA RAPIDS to create easily interpretable topics.
diff --git a/cuBERT_topic_modelling/README.md b/cuBERT_topic_modelling/README.md
new file mode 100644
index 0000000..ac17c02
--- /dev/null
+++ b/cuBERT_topic_modelling/README.md
@@ -0,0 +1,93 @@
+# cuBERT-topic-modelling
+
+Leveraging BERT, TF-IDF and NVIDIA RAPIDS to create easily interpretable topics.
+
+## Overview
+
+Currently, [BERTopic](https://github.com/MaartenGr/BERTopic) library in general utilizes GPUs as part of the SenteneTransformer package, which is only used during the encoding process. We can accelerate other bits of the pipeline such as dimension reduction (UMAP), Topic Creation (Count/TF-IDF Vectorization), Clustering (HDBSAN) and Topic Reduction using the RAPIDS ecosystem that has a similar API as Pandas, sckit-learn but leverages GPUs for the end-to-end pipeline.
+
+![Overview of pipeline design](images/cuBERTopic.jpg)
+
+### Code organization
+
+```
+cuBERT_topic_modelling
+│   README.md
+│   berttopic_example.ipynb
+|   ctfidf.py
+|   cuBERTopic.py
+|   embedding_extraction.py
+|   mmr.py
+|   setup.py
+│
+└───tests
+│   │   test_ctfidf.py
+│   │   test_data_preprocess.py
+│   │   test_embeddings_extraction.py
+|   |   test_fit_transform.py
+|   |   test_hdbscan_clustering.py
+|   |   test_mmr.py
+|   |   test_subwordtokenizer.py
+|   |   test_umap_dr.py
+│   
+└───utils
+|   │   sparse_matrix_utils.py
+│   
+└───vectorizer
+|   │   vectorizer.py
+| 
+└───conda
+|   │   environment.yml
+|
+└───images
+|   │   cuBERTopic.jpg
+|
+└───vocab
+|   │   voc_has.txt
+|   |   vocab.txt
+|
+```
+
+## Installation
+
+`cuBERTopic` runs on `cudf` and `cuml` which can be installed using instructions [here](https://rapids.ai/start.html). These packages run on NVIDIA GPU and CUDA and to determine the version you should install, you can check the CUDA version in your system (eg. do `nvidia-smi`). Here we assume the user has `conda` (or `mamba`) installed.
+
+For example, if you have CUDA 11.2 and Ubuntu 20.04, then run:
+
+```bash
+conda create -n rapids-21.12 -c rapidsai-nightly -c nvidia -c conda-forge \
+    rapids=21.12 python=3.8 cudatoolkit=11.2
+conda activate rapids-21.12
+```
+
+We also provide a conda environment file [here](conda/environment.yml), which you can use to create the environment as: `conda env create -f conda/environment.yml`. This will create a conda environment called `topic_p` (the name can be changed in the file). Remember to change it according to the CUDA version in your system.
+
+After installing the dependencies (creating the conda environment), clone the repository and run `pip install -e .` from the root directory. 
+
+Now you can do `import cuBERTopic` and you're good to go!
+
+Additionally, if you want to run and compare against `BERTopic` then you can find the instructions [here](https://github.com/MaartenGr/BERTopic). Essentially, just run: `pip install bertopic`
+
+## Quick Start
+
+An [example](berttopic_example.ipynb) notebook is provided, which goes through the installation, as well as comparing response using [BERTopic](https://github.com/MaartenGr/BERTopic). Make sure to install the dependencies by referring to the step above.
+
+## Development
+
+Contributions to this codebase are welcome! 
+
+[conda-dev](conda/conda_dev_env.yml) file has been provided which included all the development dependencies. Using this file, you can create your own dev environment by running: 
+
+```bash
+conda env create -f conda/conda_dev_env.yml
+```
+
+We have written tests such that our correctness is verified by runnig `BERTopic` on the same input, hence it becomes a dependency to run our tests (`pip install bertopic`). Other Additional dependencies are `pytest` and `pytest-lazy-fixture`.
+
+To run existing tests, you can do `pytest -v` from the root directory, and more tests can be added under `tests` as well.
+
+## Acknowledgement
+
+Our work ports the CPU implementation of the [BERTopic library](https://github.com/MaartenGr/BERTopic) to a python-based GPU backend using NVIDIA RAPIDS.
+
+Please refer to Maarten Grootendorst's [blog](https://towardsdatascience.com/topic-modeling-with-bert-779f7db187e6) on how to use BERT to create your own topic model.
diff --git a/cuBERT_topic_modelling/benchmarks/benchmark_berttopic.ipynb b/cuBERT_topic_modelling/benchmarks/benchmark_berttopic.ipynb
new file mode 100644
index 0000000..289fa37
--- /dev/null
+++ b/cuBERT_topic_modelling/benchmarks/benchmark_berttopic.ipynb
@@ -0,0 +1,366 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "82c186a1-8c70-4446-9b00-ffb7aabdbd6e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from bertopic import BERTopic\n",
+    "from sklearn.datasets import fetch_20newsgroups\n",
+    "import pandas as pd\n",
+    "from sentence_transformers import SentenceTransformer\n",
+    "import os\n",
+    "os.environ[\"TOKENIZERS_PARALLELISM\"] = \"true\"\n",
+    "# test_dataset = pd.read_csv('/raid/mayanka/abcnews-date-text.csv')\n",
+    "# data = test_dataset['headline_text'][:250000]\n",
+    "data = fetch_20newsgroups(subset='all')['data']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "da96f945-e7fc-4030-a790-29f4173a4dda",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "topic_model = BERTopic()\n",
+    "documents = pd.DataFrame({\"Document\": data,\n",
+    "                      \"ID\": range(len(data)),\n",
+    "                      \"Topic\": None})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "67b375af-347f-412b-99fa-6ea71e1abd83",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 3min 17s, sys: 13.7 s, total: 3min 30s\n",
+      "Wall time: 35.9 s\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "#Extract embeddings\n",
+    "model = SentenceTransformer(\"all-MiniLM-L6-v2\")\n",
+    "embeddings = model.encode(\n",
+    "    documents.Document,\n",
+    "    show_progress_bar=False\n",
+    "    # device='cpu'\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "ef482c47-c013-4909-85c3-67a10b806fef",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 12min 20s, sys: 8.06 s, total: 12min 28s\n",
+      "Wall time: 27.8 s\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "# Dimensionality Reduction\n",
+    "umap_embeddings = topic_model._reduce_dimensionality(embeddings)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "51435da5-2013-4359-8f0d-f82433a4ad00",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 901 ms, sys: 604 ms, total: 1.5 s\n",
+      "Wall time: 1.86 s\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "# Cluster UMAP embeddings with HDBSCAN\n",
+    "documents, probabilities = topic_model._cluster_embeddings(umap_embeddings, documents)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "1810bb03-3f81-44ae-a079-1ca799b4ec87",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 6.56 s, sys: 160 ms, total: 6.72 s\n",
+      "Wall time: 6.71 s\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "# Sort and Map Topic IDs by their frequency\n",
+    "if not topic_model.nr_topics:\n",
+    "    documents = topic_model._sort_mappings_by_frequency(documents)\n",
+    "\n",
+    "# Extract topics by calculating c-TF-IDF\n",
+    "topic_model._extract_topics(documents) # does both topic extraction and representation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "1e8250d6-dada-4105-80c9-47dc5831a488",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "## Running fit_transform"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "09dd98f3-388d-4d5f-94be-98fbf9a7437e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 21min, sys: 35.1 s, total: 21min 36s\n",
+      "Wall time: 1min 2s\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "topic_model_pipeline = BERTopic()\n",
+    "topics, probs = topic_model_pipeline.fit_transform(data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "e3305bef-12d6-487a-9d34-792dbcc459e6",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 4.52 ms, sys: 7 µs, total: 4.52 ms\n",
+      "Wall time: 3.89 ms\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>Topic</th>\n",
+       "      <th>Count</th>\n",
+       "      <th>Name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>-1</td>\n",
+       "      <td>6280</td>\n",
+       "      <td>-1_email_program_file_information</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0</td>\n",
+       "      <td>853</td>\n",
+       "      <td>0_baseball_game_team_year</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1</td>\n",
+       "      <td>307</td>\n",
+       "      <td>1_gun_guns_militia_firearms</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2</td>\n",
+       "      <td>187</td>\n",
+       "      <td>2_image_3d_graphics_processing</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>3</td>\n",
+       "      <td>152</td>\n",
+       "      <td>3_atheists_atheism_atheist_god</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>362</th>\n",
+       "      <td>361</td>\n",
+       "      <td>10</td>\n",
+       "      <td>361_solar_sail_sails_snydefjengauburnedu</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>363</th>\n",
+       "      <td>362</td>\n",
+       "      <td>10</td>\n",
+       "      <td>362_widgets_gabi_gui_motif</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>364</th>\n",
+       "      <td>363</td>\n",
+       "      <td>10</td>\n",
+       "      <td>363_mining_ecofreaks_miners_basalts</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>365</th>\n",
+       "      <td>364</td>\n",
+       "      <td>10</td>\n",
+       "      <td>364_s1_s2_u1_u2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>366</th>\n",
+       "      <td>365</td>\n",
+       "      <td>10</td>\n",
+       "      <td>365_stuffit_mac_macintosh_files</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>367 rows × 3 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Topic  Count                                      Name\n",
+       "0       -1   6280         -1_email_program_file_information\n",
+       "1        0    853                 0_baseball_game_team_year\n",
+       "2        1    307               1_gun_guns_militia_firearms\n",
+       "3        2    187            2_image_3d_graphics_processing\n",
+       "4        3    152            3_atheists_atheism_atheist_god\n",
+       "..     ...    ...                                       ...\n",
+       "362    361     10  361_solar_sail_sails_snydefjengauburnedu\n",
+       "363    362     10                362_widgets_gabi_gui_motif\n",
+       "364    363     10       363_mining_ecofreaks_miners_basalts\n",
+       "365    364     10                           364_s1_s2_u1_u2\n",
+       "366    365     10           365_stuffit_mac_macintosh_files\n",
+       "\n",
+       "[367 rows x 3 columns]"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "topic_model.get_topic_info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "63498e7e-112f-4b70-87f6-7b68a25ee0e5",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 17 µs, sys: 1e+03 ns, total: 18 µs\n",
+      "Wall time: 28.4 µs\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "[('baseball', 0.00672086361283629),\n",
+       " ('game', 0.005817995879831344),\n",
+       " ('team', 0.005618226784043931),\n",
+       " ('year', 0.005353854197670103),\n",
+       " ('players', 0.005285759166032568),\n",
+       " ('braves', 0.0051786048900586456),\n",
+       " ('games', 0.004970825796636513),\n",
+       " ('hit', 0.004924050725108594),\n",
+       " ('runs', 0.004664071624908669),\n",
+       " ('pitching', 0.004447818375223756)]"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "topic_model.get_topic(0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "86cd7c33-b5b6-4643-8e11-6e0c119306eb",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "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": "3.8.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/cuBERT_topic_modelling/benchmarks/benchmark_cuBERTopic.ipynb b/cuBERT_topic_modelling/benchmarks/benchmark_cuBERTopic.ipynb
new file mode 100644
index 0000000..43dac56
--- /dev/null
+++ b/cuBERT_topic_modelling/benchmarks/benchmark_cuBERTopic.ipynb
@@ -0,0 +1,186 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "82c186a1-8c70-4446-9b00-ffb7aabdbd6e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.datasets import fetch_20newsgroups\n",
+    "import cudf\n",
+    "import cupy as cp\n",
+    "import pandas as pd\n",
+    "from cuBERTopic import gpu_BERTopic\n",
+    "from embedding_extraction import create_embeddings\n",
+    "import rmm\n",
+    "import os\n",
+    "os.environ[\"TOKENIZERS_PARALLELISM\"] = \"true\"\n",
+    "rmm.reinitialize(pool_allocator=True,initial_pool_size=5e+9)\n",
+    "data = fetch_20newsgroups(subset='all')['data']\n",
+    "# test_dataset = cudf.read_csv('/raid/mayanka/abcnews-date-text.csv')\n",
+    "# data = test_dataset['headline_text']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ae3c5e42-69c4-4869-80fb-49b3aa016672",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "len(data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "da96f945-e7fc-4030-a790-29f4173a4dda",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "gpu_topic = gpu_BERTopic()\n",
+    "documents = cudf.DataFrame(\n",
+    "    {\"Document\": data, \"ID\": cp.arange(len(data)), \"Topic\": None}\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "67b375af-347f-412b-99fa-6ea71e1abd83",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%time\n",
+    "# Extract embeddings\n",
+    "embeddings = create_embeddings(\n",
+    "    documents.Document\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ef482c47-c013-4909-85c3-67a10b806fef",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%time\n",
+    "# Dimensionality Reduction\n",
+    "umap_embeddings = gpu_topic.reduce_dimensionality(embeddings)\n",
+    "del embeddings"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "51435da5-2013-4359-8f0d-f82433a4ad00",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%time\n",
+    "# Cluster UMAP embeddings with HDBSCAN\n",
+    "documents, probabilities = gpu_topic.clustering_hdbscan(\n",
+    "    umap_embeddings,\n",
+    "    documents\n",
+    ")\n",
+    "del umap_embeddings"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1810bb03-3f81-44ae-a079-1ca799b4ec87",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%time\n",
+    "# Topic representation\n",
+    "tf_idf, count, docs_per_topics_topics = gpu_topic.create_topics(\n",
+    "    documents\n",
+    ")\n",
+    "top_n_words, name_repr = gpu_topic.extract_top_n_words_per_topic(\n",
+    "    tf_idf, count, docs_per_topics_topics, n=30\n",
+    ")\n",
+    "\n",
+    "gpu_topic.topic_sizes_df[\"Name\"] = gpu_topic.topic_sizes_df[\"Topic\"].map(\n",
+    "    name_repr\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b31e0100-02e0-4b61-ab21-2f50b8b7b557",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "## Running the end-to-end pipeline to extract topics"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "35829100-a893-4613-9c8b-a401a5650330",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%time\n",
+    "gpu_topic_pipeline = gpu_BERTopic()\n",
+    "topics_gpu, probs_gpu = gpu_topic_pipeline.fit_transform(data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d61d405c-b68d-4656-b1c9-f956e6730bfa",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%time\n",
+    "gpu_topic_pipeline.get_topic_info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ae45d7ce-e335-446b-bc87-a641d465402e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%time\n",
+    "gpu_topic_pipeline.get_topic(0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6478c35f-3daf-4f05-8a8c-f0f712dd5a00",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "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": "3.8.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/cuBERT_topic_modelling/benchmarks/benchmark_fit_transform_default.ipynb b/cuBERT_topic_modelling/benchmarks/benchmark_fit_transform_default.ipynb
new file mode 100644
index 0000000..9f3915d
--- /dev/null
+++ b/cuBERT_topic_modelling/benchmarks/benchmark_fit_transform_default.ipynb
@@ -0,0 +1,129 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "82c186a1-8c70-4446-9b00-ffb7aabdbd6e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from bertopic import BERTopic\n",
+    "from sklearn.datasets import fetch_20newsgroups\n",
+    "from cuBERTopic import gpu_BERTopic\n",
+    "docs = fetch_20newsgroups(subset='all')['data']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "da96f945-e7fc-4030-a790-29f4173a4dda",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "topic_model = BERTopic()\n",
+    "gpu_topic = gpu_BERTopic()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "67b375af-347f-412b-99fa-6ea71e1abd83",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n",
+      "To disable this warning, you can either:\n",
+      "\t- Avoid using `tokenizers` before the fork if possible\n",
+      "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n",
+      "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n",
+      "To disable this warning, you can either:\n",
+      "\t- Avoid using `tokenizers` before the fork if possible\n",
+      "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n",
+      "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n",
+      "To disable this warning, you can either:\n",
+      "\t- Avoid using `tokenizers` before the fork if possible\n",
+      "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n",
+      "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n",
+      "To disable this warning, you can either:\n",
+      "\t- Avoid using `tokenizers` before the fork if possible\n",
+      "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n",
+      "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n",
+      "To disable this warning, you can either:\n",
+      "\t- Avoid using `tokenizers` before the fork if possible\n",
+      "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n",
+      "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n",
+      "To disable this warning, you can either:\n",
+      "\t- Avoid using `tokenizers` before the fork if possible\n",
+      "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n",
+      "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n",
+      "To disable this warning, you can either:\n",
+      "\t- Avoid using `tokenizers` before the fork if possible\n",
+      "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n",
+      "CPU times: user 20min 47s, sys: 55.6 s, total: 21min 42s\n",
+      "Wall time: 1min 19s\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "topics_cpu, probs_cpu = topic_model.fit_transform(docs)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "57417ef4-adfa-43f8-8fcb-118d6fa0a80a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Label prop iterations: 19\n",
+      "Label prop iterations: 11\n",
+      "Label prop iterations: 5\n",
+      "Label prop iterations: 4\n",
+      "Label prop iterations: 4\n",
+      "Label prop iterations: 2\n",
+      "Iterations: 6\n",
+      "2567,178,344,20,335,1391\n",
+      "Label prop iterations: 4\n",
+      "Label prop iterations: 2\n",
+      "Iterations: 2\n",
+      "1004,66,141,6,100,209\n",
+      "CPU times: user 25.3 s, sys: 5.75 s, total: 31 s\n",
+      "Wall time: 23.6 s\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "topics_gpu, probs_gpu = gpu_topic.fit_transform(docs)"
+   ]
+  }
+ ],
+ "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": "3.8.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/cuBERT_topic_modelling/berttopic_example.ipynb b/cuBERT_topic_modelling/berttopic_example.ipynb
new file mode 100644
index 0000000..3bf6eb5
--- /dev/null
+++ b/cuBERT_topic_modelling/berttopic_example.ipynb
@@ -0,0 +1,590 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "2359ad99",
+   "metadata": {},
+   "source": [
+    "# Topic Modelling using BERTopic & cuBERTopic"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3db47080",
+   "metadata": {},
+   "source": [
+    "Sample notebook to show cuBERTopic, a topic modelling technique that is built on top of the NVIDIA RAPIDS ecoysystem, utilizing libraries such as `cudf` and `cuml` to GPU-accelarate end-to-end workflow for extracting topic from a set of documents. We run the same operations using `BERTopic` to compare their behaviour. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bcd242ad",
+   "metadata": {},
+   "source": [
+    "## Quick Start\n",
+    "In both the cases, we start by extracting topics from the well-known 20 newsgroups dataset from `sklearn` which is comprised of english documents"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "816104f7",
+   "metadata": {},
+   "source": [
+    "### Installing relevant packages\n",
+    "Here we need to install relevant dependencies for `BERTopic` as well as we compare performance between it and `cuBERTopic`. \n",
+    "\n",
+    "More detailed instructions are in the README."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "a7d7867d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from bertopic import BERTopic\n",
+    "from sklearn.datasets import fetch_20newsgroups\n",
+    "from transformers import AutoTokenizer, AutoModel\n",
+    "import torch\n",
+    "from cuBERTopic import gpu_BERTopic\n",
+    "import rmm\n",
+    "import os\n",
+    "os.environ[\"TOKENIZERS_PARALLELISM\"] = \"true\"\n",
+    "rmm.reinitialize(pool_allocator=True,initial_pool_size=5e+9)\n",
+    "\n",
+    "docs = fetch_20newsgroups(subset='all')['data']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c1938b3c",
+   "metadata": {},
+   "source": [
+    "### Running `BERTopic`\n",
+    "`BERTopic` provides us the functionality of providing custom embeddings, so we create sentence embeddings using `AutoTokenizer` followed by `AutoModel` from `transformers` and pass it to `fit_transform` method inside `BERTopic` class, which fits the models on a collection of documents, generate topics, and return the docs with topics."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "0731e164-9be6-46d7-b8c6-70bb77e11d88",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "18846"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(docs)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "d7ed6c4f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 52min 27s, sys: 27min 26s, total: 1h 19min 54s\n",
+      "Wall time: 2min 53s\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "# Load AutoModel from huggingface model repository\n",
+    "tokenizer = AutoTokenizer.from_pretrained(\n",
+    "    \"sentence-transformers/all-MiniLM-L6-v2\"\n",
+    ")\n",
+    "\n",
+    "# Tokenize sentences\n",
+    "encoded_input = tokenizer(\n",
+    "    docs,\n",
+    "    padding=True,\n",
+    "    truncation=True,\n",
+    "    max_length=128,\n",
+    "    return_tensors=\"pt\"\n",
+    ")\n",
+    "\n",
+    "# Mean Pooling - Take attention mask into account for correct averaging\n",
+    "def mean_pooling(model_output, attention_mask):\n",
+    "    token_embeddings = model_output[\n",
+    "        0\n",
+    "    ]  # First element of model_output contains all token embeddings\n",
+    "    input_mask_expanded = (\n",
+    "        attention_mask\n",
+    "        .unsqueeze(-1)\n",
+    "        .expand(token_embeddings.size())\n",
+    "        .float()\n",
+    "    )\n",
+    "    sum_embeddings = torch.sum(token_embeddings * input_mask_expanded, 1)\n",
+    "    sum_mask = torch.clamp(input_mask_expanded.sum(1), min=1e-9)\n",
+    "    return sum_embeddings / sum_mask\n",
+    "\n",
+    "model = AutoModel.from_pretrained(\"sentence-transformers/all-MiniLM-L6-v2\")\n",
+    "\n",
+    "# Compute token embeddings\n",
+    "with torch.no_grad():\n",
+    "    model_output = model(**encoded_input)\n",
+    "\n",
+    "# Perform pooling. In this case, mean pooling\n",
+    "sentence_embeddings = mean_pooling(\n",
+    "    model_output,\n",
+    "    encoded_input[\"attention_mask\"]\n",
+    ")\n",
+    "sentence_embeddings = sentence_embeddings.to('cpu').numpy()\n",
+    "topic_model = BERTopic()\n",
+    "topics_cpu, probs_cpu = topic_model.fit_transform(docs, sentence_embeddings)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ef2a60ce",
+   "metadata": {},
+   "source": [
+    "`get_topic_info` returns information about each topic including its id, frequency, and name "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "4fc404a9",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 2.58 ms, sys: 0 ns, total: 2.58 ms\n",
+      "Wall time: 2.3 ms\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>Topic</th>\n",
+       "      <th>Count</th>\n",
+       "      <th>Name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>-1</td>\n",
+       "      <td>6169</td>\n",
+       "      <td>-1_file_drive_email_information</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0</td>\n",
+       "      <td>279</td>\n",
+       "      <td>0_gun_guns_militia_firearms</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1</td>\n",
+       "      <td>241</td>\n",
+       "      <td>1_car_cars_toyota_mustang</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2</td>\n",
+       "      <td>228</td>\n",
+       "      <td>2_clipper_chip_encryption_key</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>3</td>\n",
+       "      <td>196</td>\n",
+       "      <td>3_sy_rh_reserve_year</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>394</th>\n",
+       "      <td>393</td>\n",
+       "      <td>10</td>\n",
+       "      <td>393_kibology_religion_forming_disasters</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>395</th>\n",
+       "      <td>394</td>\n",
+       "      <td>10</td>\n",
+       "      <td>394_mode_640x400_vga_vesa</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>396</th>\n",
+       "      <td>395</td>\n",
+       "      <td>10</td>\n",
+       "      <td>395_wip_sports_eagles_fan</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>397</th>\n",
+       "      <td>396</td>\n",
+       "      <td>10</td>\n",
+       "      <td>396_mac_rebooting_constantly_plus</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>398</th>\n",
+       "      <td>397</td>\n",
+       "      <td>10</td>\n",
+       "      <td>397_tapes_contains_bray_duran</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>399 rows × 3 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Topic  Count                                     Name\n",
+       "0       -1   6169          -1_file_drive_email_information\n",
+       "1        0    279              0_gun_guns_militia_firearms\n",
+       "2        1    241                1_car_cars_toyota_mustang\n",
+       "3        2    228            2_clipper_chip_encryption_key\n",
+       "4        3    196                     3_sy_rh_reserve_year\n",
+       "..     ...    ...                                      ...\n",
+       "394    393     10  393_kibology_religion_forming_disasters\n",
+       "395    394     10                394_mode_640x400_vga_vesa\n",
+       "396    395     10                395_wip_sports_eagles_fan\n",
+       "397    396     10        396_mac_rebooting_constantly_plus\n",
+       "398    397     10            397_tapes_contains_bray_duran\n",
+       "\n",
+       "[399 rows x 3 columns]"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "topic_model.get_topic_info()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6d5b444e",
+   "metadata": {},
+   "source": [
+    "`get_topic` returns topics with top n words and their c-TF-IDF score\n",
+    "\n",
+    "-1 refers to all outliers and should typically be ignored. Next, let's take a look at the most frequent topic that was generated, topic 0:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "b1a4b47a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 9 µs, sys: 5 µs, total: 14 µs\n",
+      "Wall time: 24.3 µs\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "[('gun', 0.01439620175290087),\n",
+       " ('guns', 0.00948467877156171),\n",
+       " ('militia', 0.006324452798138242),\n",
+       " ('firearms', 0.005763341042633199),\n",
+       " ('weapons', 0.005673735137682135),\n",
+       " ('weapon', 0.005168657529058602),\n",
+       " ('crime', 0.004562871433230919),\n",
+       " ('amendment', 0.004400026705177315),\n",
+       " ('control', 0.004320586427788624),\n",
+       " ('handgun', 0.004202791173387931)]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "topic_model.get_topic(0)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e18a4fa7",
+   "metadata": {},
+   "source": [
+    "### Running `cuBERTopic`\n",
+    "`cuBERTopic` provides with a similar API for passing in `docs` as a set of strings to model on. Here, instead of using `AutoTokenizer` from `transformers`, we use `SubwordTokenizer` from `cuDF` in combination with `AutoModel` from `transformers`. \n",
+    "\n",
+    "Due to the stochastisch nature of UMAP, the results might differ and the quality can degrade."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "512a3834-b59b-4b0d-a215-428337ca67b9",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Label prop iterations: 17\n",
+      "Label prop iterations: 8\n",
+      "Label prop iterations: 5\n",
+      "Label prop iterations: 4\n",
+      "Label prop iterations: 4\n",
+      "Iterations: 5\n",
+      "1175,214,345,19,215,1186\n",
+      "Label prop iterations: 5\n",
+      "Label prop iterations: 4\n",
+      "Iterations: 2\n",
+      "973,113,167,6,83,291\n",
+      "CPU times: user 25.7 s, sys: 4.03 s, total: 29.8 s\n",
+      "Wall time: 22.5 s\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "gpu_topic = gpu_BERTopic()\n",
+    "topics_gpu, probs_gpu = gpu_topic.fit_transform(docs)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "739da6b7-33d0-4c4a-ad29-a26bb8c2c715",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 15.7 ms, sys: 0 ns, total: 15.7 ms\n",
+      "Wall time: 13.9 ms\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>Topic</th>\n",
+       "      <th>Count</th>\n",
+       "      <th>Name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>-1</td>\n",
+       "      <td>6747</td>\n",
+       "      <td>-1_file_email_information_program</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>92</th>\n",
+       "      <td>0</td>\n",
+       "      <td>413</td>\n",
+       "      <td>0_monitor_card_video_drivers</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>258</th>\n",
+       "      <td>1</td>\n",
+       "      <td>201</td>\n",
+       "      <td>1_car_cars_convertible_toyota</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>270</th>\n",
+       "      <td>2</td>\n",
+       "      <td>148</td>\n",
+       "      <td>2_printer_deskjet_printers_hp</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>345</th>\n",
+       "      <td>3</td>\n",
+       "      <td>143</td>\n",
+       "      <td>3_israel_israeli_arab_arabs</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>334</th>\n",
+       "      <td>402</td>\n",
+       "      <td>10</td>\n",
+       "      <td>402_jets_canucks_winnipeg_selanne</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>365</th>\n",
+       "      <td>403</td>\n",
+       "      <td>10</td>\n",
+       "      <td>403_clipper_phone_tapped_crooks</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>389</th>\n",
+       "      <td>404</td>\n",
+       "      <td>10</td>\n",
+       "      <td>404_ampere_amp_db_ohmite</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>399</th>\n",
+       "      <td>405</td>\n",
+       "      <td>10</td>\n",
+       "      <td>405_smiley_object_kuiper_karla</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>402</th>\n",
+       "      <td>406</td>\n",
+       "      <td>10</td>\n",
+       "      <td>406_moon_luna_coffman_lunar</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>408 rows × 3 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Topic  Count                               Name\n",
+       "0       -1   6747  -1_file_email_information_program\n",
+       "92       0    413       0_monitor_card_video_drivers\n",
+       "258      1    201      1_car_cars_convertible_toyota\n",
+       "270      2    148      2_printer_deskjet_printers_hp\n",
+       "345      3    143        3_israel_israeli_arab_arabs\n",
+       "..     ...    ...                                ...\n",
+       "334    402     10  402_jets_canucks_winnipeg_selanne\n",
+       "365    403     10    403_clipper_phone_tapped_crooks\n",
+       "389    404     10           404_ampere_amp_db_ohmite\n",
+       "399    405     10     405_smiley_object_kuiper_karla\n",
+       "402    406     10        406_moon_luna_coffman_lunar\n",
+       "\n",
+       "[408 rows x 3 columns]"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "gpu_topic.get_topic_info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "6ad9caf4-8016-4a95-8e74-ecb8a55ccb8e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 359 ms, sys: 37.7 ms, total: 397 ms\n",
+      "Wall time: 395 ms\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "[('monitor', array(0.01571617)),\n",
+       " ('card', array(0.01371929)),\n",
+       " ('video', array(0.01272293)),\n",
+       " ('drivers', array(0.01032598)),\n",
+       " ('vga', array(0.0095135)),\n",
+       " ('monitors', array(0.0088007)),\n",
+       " ('ati', array(0.0078124)),\n",
+       " ('diamond', array(0.00775029)),\n",
+       " ('vesa', array(0.00629848)),\n",
+       " ('screen', array(0.00619216))]"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "gpu_topic.get_topic(0)"
+   ]
+  }
+ ],
+ "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": "3.8.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/cuBERT_topic_modelling/conda/conda_dev_env.yml b/cuBERT_topic_modelling/conda/conda_dev_env.yml
new file mode 100644
index 0000000..e9a0748
--- /dev/null
+++ b/cuBERT_topic_modelling/conda/conda_dev_env.yml
@@ -0,0 +1,18 @@
+name: topic_dev
+channels:
+  - rapidsai-nightly
+  - nvidia
+  - pytorch
+  - conda-forge
+dependencies:
+  - cudf=21.12
+  - cuml=21.12
+  - python>=3.8
+  - cudatoolkit=11.3
+  - pytorch
+  - transformers
+  - jupyterlab
+  - scikit-learn
+  - pytest
+  - pytest-lazy-fixture
+  
\ No newline at end of file
diff --git a/cuBERT_topic_modelling/conda/environment.yml b/cuBERT_topic_modelling/conda/environment.yml
new file mode 100644
index 0000000..02b71d5
--- /dev/null
+++ b/cuBERT_topic_modelling/conda/environment.yml
@@ -0,0 +1,16 @@
+name: topic_p
+channels:
+  - rapidsai-nightly
+  - nvidia
+  - pytorch
+  - conda-forge
+dependencies:
+  - cudf=21.12
+  - cuml=21.12
+  - python>=3.8
+  - cudatoolkit=11.3
+  - pytorch
+  - transformers
+  - jupyterlab
+  - scikit-learn
+  
\ No newline at end of file
diff --git a/cuBERT_topic_modelling/ctfidf.py b/cuBERT_topic_modelling/ctfidf.py
new file mode 100644
index 0000000..c870cf0
--- /dev/null
+++ b/cuBERT_topic_modelling/ctfidf.py
@@ -0,0 +1,65 @@
+from cuml.feature_extraction._tfidf import TfidfTransformer
+import cupyx.scipy.sparse
+import cupy as cp
+from cuml.common.sparsefuncs import csr_row_normalize_l1
+
+
+class ClassTFIDF(TfidfTransformer):
+    """
+    A Class-based TF-IDF procedure using scikit-learns
+    TfidfTransformer as a base. C-TF-IDF can best be
+    explained as a TF-IDF formula adopted for multiple classes
+    by joining all documents per class. Thus, each class
+    is converted to a single document instead of set of documents.
+    Then, the frequency of words **t** are extracted for
+    each class **i** and divided by the total number of
+    words **w**. Next, the total, unjoined, number of documents
+    across all classes **m** is divided by the total sum of
+    word **i** across all classes.
+    """
+
+    def __init__(self, *args, **kwargs):
+        super(ClassTFIDF, self).__init__(*args, **kwargs)
+
+    def fit(self,
+            X: cupyx.scipy.sparse.csr_matrix,
+            n_samples: int,
+            multiplier: cp.ndarray = None):
+        """Learn the idf vector (global term weights).
+        Arguments:
+            X: A matrix of term/token counts.
+            n_samples: Number of total documents
+        """
+        if not cupyx.scipy.sparse.issparse(X):
+            X = cupyx.scipy.sparse.csr_matrix(X)
+        dtype = cp.float64
+
+        if self.use_idf:
+            _, n_features = X.shape
+            df = cp.squeeze(cp.asarray(X.sum(axis=0)))
+            avg_nr_samples = int(X.sum(axis=1).mean())
+            idf = cp.log(avg_nr_samples / df)
+            if multiplier is not None:
+                idf = idf * multiplier
+            self._idf_diag = cupyx.scipy.sparse.diags(
+                idf,
+                offsets=0,
+                shape=(n_features, n_features),
+                format="csr",
+                dtype=dtype,
+            )
+
+        return self
+
+    def transform(self, X: cupyx.scipy.sparse.csr_matrix, copy=True):
+        """Transform a count-based matrix to c-TF-IDF
+        Arguments:
+            X (sparse matrix): A matrix of term/token counts.
+        Returns:
+            X (sparse matrix): A c-TF-IDF matrix
+        """
+        if self.use_idf:
+            X = csr_row_normalize_l1(X, inplace=False)
+            X = X * self._idf_diag
+
+        return X
diff --git a/cuBERT_topic_modelling/cuBERTopic.py b/cuBERT_topic_modelling/cuBERTopic.py
new file mode 100644
index 0000000..888dd05
--- /dev/null
+++ b/cuBERT_topic_modelling/cuBERTopic.py
@@ -0,0 +1,320 @@
+import torch
+import cuml
+import cudf
+from cuml.neighbors import NearestNeighbors
+from cuml.manifold import UMAP
+import cupy as cp
+from ctfidf import ClassTFIDF
+from mmr import mmr
+from utils.sparse_matrix_utils import top_n_idx_sparse
+from vectorizer.vectorizer import CountVecWrapper
+import math
+from embedding_extraction import create_embeddings
+
+device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu")
+
+
+class gpu_BERTopic:
+    def __init__(self):
+        self.top_n_words = None
+        self.topic_sizes_df = None
+        self.original_topic_mapping = None
+        self.new_topic_mapping = None
+        self.final_topic_mapping = None
+
+    # Dimensionality reduction
+    def reduce_dimensionality(self, embeddings):
+        """Reduce dimensionality of embeddings using UMAP and train a UMAP model
+
+        Args:
+            embeddings (cupy.ndarray): The extracted embeddings using the
+            sentence transformer module.
+
+        Returns:
+            umap_embeddings: The reduced embeddings
+        """
+        m_cos = NearestNeighbors(n_neighbors=15, metric="cosine")
+        m_cos.fit(embeddings)
+        knn_graph_cos = m_cos.kneighbors_graph(embeddings, mode="distance")
+        u1 = UMAP(n_neighbors=15, n_components=5, min_dist=0.0)
+        umap_embeddings = u1.fit_transform(embeddings, knn_graph=knn_graph_cos)
+
+        return umap_embeddings
+
+    # Clustering step
+    def clustering_hdbscan(self, umap_embeddings, documents):
+        """Cluster UMAP embeddings with HDBSCAN
+
+        Args:
+            umap_embeddings: The reduced sentence embeddings with UMAP
+            documents: DataFrame from the original data
+
+        Returns:
+            documents: Modified dataframe with topic labels
+            probabilities: response from cluster.probabilities_ which
+            represents the likelihood of the doc belonging to a cluster.
+        """
+        cluster = cuml.cluster.HDBSCAN(
+            min_cluster_size=10,
+            metric="euclidean",
+            cluster_selection_method="eom"
+        ).fit(umap_embeddings)
+
+        documents["Topic"] = cluster.labels_
+        probabilities = cluster.probabilities_
+        self.update_topic_size(documents)
+
+        return documents, probabilities
+
+    def new_c_tf_idf(self, document_df, m, ngram_range=(1, 1)):
+        """Calculate a class-based TF-IDF where m is the number of total documents.
+
+        Arguments:
+            document_df (cudf.DataFrame): dataFrame containing our strings
+            and docids
+            m (int): The total number of documents (unjoined)
+            ngram_range (tuple (int, int), default=(1, 1)): The lower and
+            upper boundary
+            of the range of n-values for different word n-grams or char
+            n-grams to be extracted.
+
+        Returns:
+            tf_idf: The resulting matrix giving a value (importance score)
+            for each word per topic
+            count: object of class CountVecWrapper
+        """
+        count = CountVecWrapper(ngram_range=ngram_range)
+        X = count.fit_transform(document_df)
+        multiplier = None
+
+        transformer = ClassTFIDF().fit(X, n_samples=m, multiplier=multiplier)
+
+        c_tf_idf = transformer.transform(X)
+
+        return c_tf_idf, count
+
+    def create_topics(self, docs_df):
+        """Extract topics from the clusters using a class-based TF-IDF
+        Arguments:
+            docs_df: DataFrame containing documents and other information
+        Returns:
+            tf_idf: The resulting matrix giving a value (importance score) for
+            each word per topic
+            count: object of class CountVecWrapper, which inherits from
+            CountVectorizer
+            docs_per_topics_topics: A list of unique topic labels
+        """
+        docs_per_topics_topics = docs_df["Topic"].unique()
+
+        tf_idf, count = self.new_c_tf_idf(docs_df, len(docs_df))
+        return tf_idf, count, docs_per_topics_topics
+
+    # Topic representation
+    def extract_top_n_words_per_topic(
+        self, tf_idf, count, docs_per_topics_topics, mmr_flag=False, n=30
+    ):
+        """Based on tf_idf scores per topic, extract the top n words per topic
+
+        Arguments:
+            tf_idf: A c-TF-IDF matrix from which to calculate the top words
+            count: object of class CountVecWrapper, which is derived
+            from CountVectorizer
+            docs_per_topics_topics: A list of unique topic labels
+            mmr_flag: Boolean value indicating whether or not we want
+            to run MMR
+            n: number of words per topic (Default: 30)
+        Returns:
+            top_n_words: The top n words per topic
+            topic_names: Dictionary containing key as Topic ID and value
+            as top 4 words from that topic cluster
+        """
+
+        words = count.get_feature_names().to_arrow().to_pylist()
+        labels = sorted(docs_per_topics_topics.to_arrow().to_pylist())
+        indices = top_n_idx_sparse(tf_idf, n)
+        indices = indices.get()
+
+        top_n_words = {}
+        for i, label in enumerate(labels):
+            list_labels = []
+            indices_row = indices[i]
+            for idx in indices_row:
+                if not math.isnan(idx):
+                    idx = int(idx)
+                    if idx and tf_idf[i, idx] > 0:
+                        list_labels.append((words[idx], tf_idf[i, idx]))
+                    else:
+                        list_labels.append(("", 0.00001))
+            top_n_words[label] = list_labels[::-1]
+
+        if mmr_flag:
+            for topic, topic_words in top_n_words.items():
+                words_arr = [word[0] for word in topic_words]
+                words = cudf.Series(words_arr, name="Document")
+                word_embeddings = create_embeddings(words)
+                topic_embedding = create_embeddings(
+                    cudf.Series(" ".join(words_arr))
+                ).reshape(1, -1)
+                topic_words = mmr(
+                    topic_embedding,
+                    word_embeddings,
+                    words,
+                    top_n=n,
+                    diversity=0
+                )
+                top_n_words[topic] = [
+                    (word, value)
+                    for word, value in top_n_words[topic]
+                    if word in topic_words
+                ]
+
+        top_n_words = {
+            label: values[:n] for label, values in top_n_words.items()
+        }
+
+        topic_names = {
+            key: f"{key}_" + "_".join([word[0] for word in values[:4]])
+            for key, values in top_n_words.items()
+        }
+        return top_n_words, topic_names
+
+    def extract_topic_sizes(self, df):
+        """Calculate the topic sizes
+        Arguments:
+            documents: dataframe with documents and their corresponding IDs
+            and added Topics
+
+        Returns:
+            topic_sizes: DataFrame containing topic cluster sizes
+        """
+        topic_sizes = (
+            df.groupby(["Topic"])
+            .Document.count()
+            .reset_index()
+            .rename({"Topic": "Topic", "Document": "Count"}, axis="columns")
+            .sort_values("Count", ascending=False)
+        )
+        return topic_sizes
+
+    def fit_transform(self, data):
+        """Fit the models on a collection of documents, generate topics, and return
+        the docs with topics
+        Arguments:
+            data: A list of documents to fit on
+
+        Returns:
+            predictions: Topic predictions for each documents
+            probabilities: The probability of the assigned topic per document.
+        """
+
+        documents = cudf.DataFrame(
+            {"Document": data, "ID": cp.arange(len(data)), "Topic": None}
+        )
+
+        # Extract embeddings
+        embeddings = create_embeddings(
+            documents.Document
+        )
+
+        # Reduce dimensionality with UMAP
+        umap_embeddings = self.reduce_dimensionality(embeddings)
+        del embeddings
+
+        # Cluster UMAP embeddings with HDBSCAN
+        documents, probabilities = self.clustering_hdbscan(
+            umap_embeddings,
+            documents
+        )
+
+        del umap_embeddings
+
+        # Topic representation
+        tf_idf, count, docs_per_topics_topics = self.create_topics(
+            documents
+        )
+        top_n_words, name_repr = self.extract_top_n_words_per_topic(
+            tf_idf, count, docs_per_topics_topics, n=30
+        )
+
+        self.topic_sizes_df["Name"] = self.topic_sizes_df["Topic"].map(
+            name_repr
+        )
+        self.top_n_words = top_n_words
+        predictions = documents.Topic
+
+        return (predictions, probabilities)
+
+    def get_topic(self, topic, num_words=10):
+        """Return top n words for a specific topic and their c-TF-IDF scores
+        Arguments:
+            topic: A specific topic for which you want its representation
+            num_words: Number of words we want in the representation
+        Returns:
+            The top n words for a specific word and its respective
+            c-TF-IDF scores
+        """
+
+        return self.top_n_words[
+            int(self.final_topic_mapping[0][topic+1])
+        ][:num_words]
+
+    def get_topic_info(self):
+        """Get information about each topic including its id, frequency, and name
+
+        Returns:
+            info: The information relating to all topics
+        """
+
+        # Note: getting topics in sorted order without using
+        # TopicMapper, as in BERTopic
+        topic_sizes_df_columns = self.topic_sizes_df.Name.str.split(
+            "_", expand=True
+        )[[0, 1, 2, 3, 4]]
+        self.original_topic_mapping = topic_sizes_df_columns[0]
+
+        self.new_topic_mapping = self.topic_sizes_df["Topic"].sort_values()
+
+        self.original_topic_mapping = self.original_topic_mapping.astype(
+            "int64"
+        )
+        new_mapping_values = self.new_topic_mapping.values
+        new_mapping_series = self.new_topic_mapping.reset_index(drop=True)
+        original_mapping_series = self.original_topic_mapping.reset_index(
+            drop=True
+        )
+        self.final_topic_mapping = cudf.concat([new_mapping_series,
+                                                original_mapping_series],
+                                                axis=1
+                                                )
+
+        topic_sizes_df_columns[0] = new_mapping_values
+        topic_sizes_df_columns["Name"] = (
+            topic_sizes_df_columns[0].astype("str")
+            + "_"
+            + topic_sizes_df_columns[1]
+            + "_"
+            + topic_sizes_df_columns[2]
+            + "_"
+            + topic_sizes_df_columns[3]
+            + "_"
+            + topic_sizes_df_columns[4]
+        )
+        self.topic_sizes_df["Name"] = topic_sizes_df_columns["Name"]
+        self.topic_sizes_df["Topic"] = topic_sizes_df_columns[0]
+        return self.topic_sizes_df
+
+    def update_topic_size(self, documents):
+        """Calculate the topic sizes
+        Arguments:
+            documents: Updated dataframe with documents and
+            their corresponding IDs and newly added Topics
+        """
+
+        topic_sizes = (
+            documents.groupby(["Topic"])
+            .Document.count()
+            .reset_index()
+            .rename({"Topic": "Topic", "Document": "Count"}, axis="columns")
+            .sort_values("Count", ascending=False)
+        )
+        self.topic_sizes_df = topic_sizes
diff --git a/cuBERT_topic_modelling/embedding_extraction.py b/cuBERT_topic_modelling/embedding_extraction.py
new file mode 100644
index 0000000..fe94d9c
--- /dev/null
+++ b/cuBERT_topic_modelling/embedding_extraction.py
@@ -0,0 +1,88 @@
+from cudf.core.subword_tokenizer import SubwordTokenizer
+import torch
+from transformers import AutoModel
+from torch.utils.data import TensorDataset, DataLoader
+
+# Vocabulary is included in the root directory of this repo
+# however, below is the command to modify / update it -->
+# from cudf.utils.hash_vocab_utils import hash_vocab
+# hash_vocab('vocab.txt', 'voc_hash.txt')
+
+device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu")
+
+# Mean Pooling - Take attention mask into account for correct averaging
+def mean_pooling(model_output, attention_mask):
+    """Function to implement mean pooling on top of the AutoModel
+    See: https://www.sbert.net/examples/applications/computing-embeddings/README.html#sentence-embeddings-with-transformers
+
+    Args:
+        model_output \
+            (transformers.BaseModelOutputWithPoolingAndCrossAttentions): BERT model
+        attention_mask (torch.Tensor): torch.Tensor representing attention
+        mask values
+
+    Returns:
+        [torch.Tensor]: correct averaging of attention mask
+    """
+    # First element of model_output contains all token embeddings
+    token_embeddings = model_output[0]
+    input_mask_expanded = (
+        attention_mask.unsqueeze(-1).expand(token_embeddings.size()).float()
+    )
+    sum_embeddings = torch.sum(token_embeddings * input_mask_expanded, 1)
+    sum_mask = torch.clamp(input_mask_expanded.sum(1), min=1e-9)
+    return sum_embeddings / sum_mask
+
+
+def create_embeddings(sentences):
+    """Creates the sentence embeddings using SentenceTransformer
+
+    Args:
+        sentences (cudf.Series[str]): a cuDF Series of Input strings
+
+    Returns:
+        embeddings (cupy.ndarray): corresponding sentence
+        embeddings for the strings passed
+    """
+
+    cudf_tokenizer = SubwordTokenizer("vocab/voc_hash.txt", do_lower_case=True)
+
+    # Tokenize sentences
+    encoded_input_cudf = cudf_tokenizer(
+        sentences,
+        max_length=128,
+        max_num_rows=len(sentences),
+        padding="max_length",
+        return_tensors="pt",
+        truncation=True,
+    )
+
+    # Load AutoModel from huggingface model repository
+    model_gpu = AutoModel.from_pretrained("sentence-transformers/all-MiniLM-L6-v2").to(
+        device
+    )
+
+    # Delete the key and associated values we do not need
+    del encoded_input_cudf["metadata"]
+
+    batch_size = 64
+
+    dataset = TensorDataset(
+        encoded_input_cudf["input_ids"], encoded_input_cudf["attention_mask"]
+    )
+
+    dataloader = DataLoader(dataset, batch_size=batch_size)
+
+    del encoded_input_cudf["input_ids"], encoded_input_cudf["attention_mask"]
+
+    pooling_output_ls = []
+    with torch.no_grad():
+        for b_input_ids, b_attention_mask in dataloader:
+            model_obj = model_gpu(
+                **{"input_ids": b_input_ids, "attention_mask": b_attention_mask}
+            )
+            pooling_output_ls.append(mean_pooling(model_obj, b_attention_mask))
+
+    pooling_output = torch.cat(pooling_output_ls)
+
+    return pooling_output
diff --git a/cuBERT_topic_modelling/images/cuBERTopic.jpg b/cuBERT_topic_modelling/images/cuBERTopic.jpg
new file mode 100644
index 0000000..44ab27f
Binary files /dev/null and b/cuBERT_topic_modelling/images/cuBERTopic.jpg differ
diff --git a/cuBERT_topic_modelling/mmr.py b/cuBERT_topic_modelling/mmr.py
new file mode 100644
index 0000000..9c2a2c2
--- /dev/null
+++ b/cuBERT_topic_modelling/mmr.py
@@ -0,0 +1,67 @@
+import cupy as cp
+from cuml.metrics import pairwise_distances
+
+
+def mmr(
+    doc_embedding,
+    word_embeddings,
+    words,
+    top_n = 5,
+    diversity = 0.8,
+):
+
+    """
+    Calculate Maximal Marginal Relevance (MMR)
+    between candidate keywords and the document.
+    MMR considers the similarity of keywords/keyphrases with the
+    document, along with the similarity of already selected
+    keywords and keyphrases. This results in a selection of keywords
+    that maximize their within diversity with respect to the document.
+    Arguments:
+        doc_embedding: The document embeddings
+        word_embeddings: The embeddings of the selected candidate keywords/phrases
+        words: The selected candidate keywords/keyphrases
+        top_n: The number of keywords/keyhprases to return
+        diversity: How diverse the select keywords/keyphrases are.
+                   Values between 0 and 1 with 0 being not diverse at all
+                   and 1 being most diverse.
+    Returns:
+         List[str]: The selected keywords/keyphrases
+    """
+
+    # Extract similarity within words, and between words and the document
+    word_doc_similarity = 1 - pairwise_distances(
+        word_embeddings, doc_embedding, metric="cosine"
+    )
+    word_similarity = 1 - pairwise_distances(word_embeddings, metric="cosine")
+
+    # Initialize candidates and already choose best keyword/keyphras
+    keywords_idx = cp.argmax(word_doc_similarity)
+    target = cp.take(keywords_idx, 0)
+    candidates_idx = [i for i in range(len(words)) if i != target]
+    for i in range(top_n - 1):
+        candidate_similarities = word_doc_similarity[candidates_idx, :]
+        if i == 0:
+            first_row = cp.reshape(
+                word_similarity[candidates_idx][:, keywords_idx],
+                (word_similarity[candidates_idx][:, keywords_idx].shape[0], 1)
+            )
+            target_similarities = cp.max(
+                first_row, axis=1
+            ) 
+        else:
+            target_similarities = cp.max(
+                    word_similarity[candidates_idx][:, keywords_idx], axis=1
+                )
+        # Calculate MMR
+        mmr = (
+            1 - diversity
+        ) * candidate_similarities - diversity * target_similarities.reshape(-1, 1)
+        
+        mmr_idx = cp.take(cp.array(candidates_idx), cp.argmax(mmr))
+        
+        # Update keywords & candidates
+        keywords_idx = cp.append(keywords_idx, mmr_idx)
+        candidates_idx.remove(mmr_idx)
+
+    return [words[idx] for idx in keywords_idx.get()]
diff --git a/cuBERT_topic_modelling/setup.py b/cuBERT_topic_modelling/setup.py
new file mode 100644
index 0000000..5ca2810
--- /dev/null
+++ b/cuBERT_topic_modelling/setup.py
@@ -0,0 +1,7 @@
+from setuptools import setup, find_packages
+
+setup(
+    name="cubertopic",
+    version='1.0',
+    packages=find_packages()
+)
diff --git a/cuBERT_topic_modelling/tests/__init__.py b/cuBERT_topic_modelling/tests/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/cuBERT_topic_modelling/tests/test_ctfidf.py b/cuBERT_topic_modelling/tests/test_ctfidf.py
new file mode 100644
index 0000000..54bd08b
--- /dev/null
+++ b/cuBERT_topic_modelling/tests/test_ctfidf.py
@@ -0,0 +1,105 @@
+from bertopic import BERTopic
+import pandas as pd
+import numpy as np
+import cudf
+from sklearn.datasets import fetch_20newsgroups
+import pytest
+from cupyx.scipy.sparse.csr import csr_matrix
+from cuBERTopic import gpu_BERTopic
+from ctfidf import ClassTFIDF
+from vectorizer.vectorizer import CountVecWrapper
+
+@pytest.fixture
+def input_data_trivial():
+    data_trivial = [
+        "This is the first document.",
+        "This document is the second document.",
+        "And this is the third one.",
+        "Is this the first document?",
+    ]
+
+    docs_df_trivial = pd.DataFrame(data_trivial, columns=["Document"])
+    docs_df_trivial["Topic"] = [1, 2, 0, 1]
+    docs_df_trivial = docs_df_trivial.sort_values("Topic")
+    return docs_df_trivial
+
+@pytest.fixture
+def input_data_big():
+    data_big = fetch_20newsgroups(subset="all")["data"]
+    docs_df_big = pd.DataFrame(data_big, columns=["Document"])
+    docs_df_big["Topic"] = np.random.randint(0, 100, len(docs_df_big))
+    docs_df_big = docs_df_big.sort_values("Topic")
+    return docs_df_big
+
+@pytest.fixture
+def input_newsgroup_dataset():
+    newsgroup_docs = fetch_20newsgroups(subset="all",
+                                        remove=("headers", "footers", "quotes")
+                                        )["data"][:1000]
+    return newsgroup_docs
+
+def extract_c_tf_idf_scores(documents: pd.DataFrame):
+    cpu_bertopic = BERTopic()
+    documents_per_topic = documents.groupby(["Topic"], as_index=False).agg(
+        {"Document": " ".join}
+    )
+    cpu_bertopic.c_tf_idf, words = cpu_bertopic._c_tf_idf(
+        documents_per_topic, m=len(documents)
+    )
+    return cpu_bertopic.c_tf_idf, words
+
+
+@pytest.mark.parametrize("docs_df",
+                         [pytest.lazy_fixture("input_data_trivial"),
+                          pytest.lazy_fixture("input_data_big")])
+def test_ctfidf_values(docs_df):
+    """Test c-TF-IDF values
+    Here we test the values against the _c_tf_idf method from BERTopic
+    to make sure we get the same correctness.
+    """
+    tfidf_score, w = extract_c_tf_idf_scores(docs_df)
+    docs_df_gpu = cudf.from_pandas(docs_df)
+    gpu_topic = gpu_BERTopic()
+    X = gpu_topic.new_c_tf_idf(docs_df_gpu, len(docs_df_gpu))
+    np.testing.assert_almost_equal(X[0].toarray().get(), tfidf_score.toarray())
+
+
+def test_ctfidf_general(input_newsgroup_dataset):
+    """Test c-TF-IDF general
+    Test whether the c-TF-IDF matrix is correctly calculated.
+    This includes the general shape of the matrix as well as the
+    possible values that could occupy the matrix.
+    """
+    nr_topics = 10
+    docs_df = cudf.DataFrame(input_newsgroup_dataset, columns=["Document"])
+    docs_df["Topic"] = np.random.randint(-1, nr_topics, len(input_newsgroup_dataset))
+
+    count = CountVecWrapper(ngram_range=(1, 1))
+    X = count.fit_transform(docs_df)
+    words = count.get_feature_names()
+    multiplier = None
+
+    transformer = ClassTFIDF().fit(
+        X, n_samples=len(input_newsgroup_dataset), multiplier=multiplier
+    )
+
+    c_tf_idf = transformer.transform(X)
+
+    words = words.to_arrow().to_pylist()
+    assert len(words) > 1000
+    assert all([isinstance(x, str) for x in words])
+
+    assert isinstance(X, csr_matrix)
+    assert isinstance(c_tf_idf, csr_matrix)
+
+    assert X.shape[0] == nr_topics + 1
+    assert X.shape[1] == len(words)
+
+    assert c_tf_idf.shape[0] == nr_topics + 1
+    assert c_tf_idf.shape[1] == len(words)
+
+    assert np.min(c_tf_idf) > -1
+    assert np.max(c_tf_idf) < 1
+
+    assert np.min(X) == 0
+    
\ No newline at end of file
diff --git a/cuBERT_topic_modelling/tests/test_data_preprocess.py b/cuBERT_topic_modelling/tests/test_data_preprocess.py
new file mode 100644
index 0000000..b1e29e9
--- /dev/null
+++ b/cuBERT_topic_modelling/tests/test_data_preprocess.py
@@ -0,0 +1,42 @@
+import pandas as pd
+import cudf
+import re
+from vectorizer.vectorizer import CountVecWrapper
+import pytest
+
+@pytest.fixture
+def input_data_docs_df():
+    data_trivial = [
+        "This is the first document.",
+        "This document is the second document.",
+        "And this is the third one.",
+        "Is this the first document?",
+        ""
+    ]
+
+    docs_df = pd.DataFrame(data_trivial, columns=["Document"])
+    return docs_df
+
+
+def preprocess_text_bertopic(documents):
+    documents = documents.to_arrow().to_pylist()
+    cleaned_documents = [doc.lower() for doc in documents]
+    cleaned_documents = [doc.replace("\n", " ") for doc in cleaned_documents]
+    cleaned_documents = [doc.replace("\t", " ") for doc in cleaned_documents]
+    cleaned_documents = [
+        re.sub(r"[^A-Za-z0-9 ]+", "", doc) for doc in cleaned_documents
+    ]
+    cleaned_documents = [
+        doc if doc != "" else "emptydoc" for doc in cleaned_documents
+    ]
+    return cudf.Series(cleaned_documents, name="Document")
+
+
+def test_trivia_case(input_data_docs_df):
+    docs_df_gpu = cudf.from_pandas(input_data_docs_df)
+    clean_docs_bertopic = preprocess_text_bertopic(docs_df_gpu["Document"])
+    cv = CountVecWrapper()
+    clean_docs_gpu = cv.preprocess_text_gpu(docs_df_gpu["Document"])
+
+    cudf.testing.testing.assert_series_equal(clean_docs_gpu,
+                                             clean_docs_bertopic)
diff --git a/cuBERT_topic_modelling/tests/test_embeddings_extraction.py b/cuBERT_topic_modelling/tests/test_embeddings_extraction.py
new file mode 100644
index 0000000..0769c8e
--- /dev/null
+++ b/cuBERT_topic_modelling/tests/test_embeddings_extraction.py
@@ -0,0 +1,28 @@
+import cudf
+import torch
+from embedding_extraction import create_embeddings
+
+def test_extract_embeddings():
+    """Test SentenceTransformer
+    Check whether the embeddings are correctly generated
+    for both a single string or a list of strings. This means that
+    the correct shape should be outputted. The embeddings by itself
+    should not exceed certain values as a sanity check.
+    """
+    single_embedding = create_embeddings(
+        cudf.Series(["a document"])
+    )
+    multiple_embeddings = create_embeddings(
+        cudf.Series(["a document",
+                     "another document"])
+    )
+
+    assert single_embedding.shape[0] == 1
+    assert single_embedding.shape[1] == 384
+    assert torch.min(single_embedding) > -5
+    assert torch.max(single_embedding) < 5
+
+    assert multiple_embeddings.shape[0] == 2
+    assert multiple_embeddings.shape[1] == 384
+    assert torch.min(multiple_embeddings) > -5
+    assert torch.max(multiple_embeddings) < 5
diff --git a/cuBERT_topic_modelling/tests/test_fit_transform.py b/cuBERT_topic_modelling/tests/test_fit_transform.py
new file mode 100644
index 0000000..ba7e7c6
--- /dev/null
+++ b/cuBERT_topic_modelling/tests/test_fit_transform.py
@@ -0,0 +1,176 @@
+from bertopic import BERTopic
+from bertopic._utils import (
+    check_documents_type,
+    check_embeddings_shape,
+)
+from bertopic.backend._utils import select_backend
+import pandas as pd
+import numpy as np
+import cudf
+from sklearn.datasets import fetch_20newsgroups
+from sentence_transformers import SentenceTransformer
+from cuBERTopic import gpu_BERTopic
+import pytest
+
+@pytest.fixture
+def input_data_docs():
+    docs = fetch_20newsgroups(subset="all")["data"]
+    return docs
+
+
+class berttopic_wrapper(BERTopic):
+    def fit_transform(self, documents, embeddings=None, y=None):
+
+        check_documents_type(documents)
+        check_embeddings_shape(embeddings, documents)
+
+        documents = pd.DataFrame(
+            {"Document": documents, "ID": range(len(documents)), "Topic": None}
+        )
+
+        # Extract embeddings
+        if embeddings is None:
+            self.embedding_model = select_backend(
+                self.embedding_model, language=self.language
+            )
+            embeddings = self._extract_embeddings(
+                documents.Document, method="document", verbose=self.verbose
+            )
+        else:
+            if self.embedding_model is not None:
+                self.embedding_model = select_backend(
+                    self.embedding_model, language=self.language
+                )
+
+        # Reduce dimensionality with UMAP
+        if self.seed_topic_list is not None and \
+                self.embedding_model is not None:
+            y, embeddings = self._guided_topic_modeling(embeddings)
+        umap_embeddings = self._reduce_dimensionality(embeddings, y)
+
+        with open("berttopic_umapembeddings.npy", "wb") as f:
+            np.save(f, umap_embeddings)
+
+        # Cluster UMAP embeddings with HDBSCAN
+        documents, probabilities = self._cluster_embeddings(
+            umap_embeddings, documents
+        )
+
+        with open("berttopic_clusterobj.npy", "wb") as f:
+            np.save(f, self.hdbscan_model)
+
+        documents.to_parquet("berttopic_docs")
+
+        with open("berttopic_probs.npy", "wb") as f:
+            np.save(f, probabilities)
+
+        # Sort and Map Topic IDs by their frequency
+        if not self.nr_topics:
+            documents = self._sort_mappings_by_frequency(documents)
+
+        # Extract topics by calculating c-TF-IDF
+        self._extract_topics(documents)
+
+        # Reduce topics
+        if self.nr_topics:
+            documents = self._reduce_topics(documents)
+
+        self._map_representative_docs(original_topics=True)
+        probabilities = self._map_probabilities(probabilities,
+                                                original_topics=True)
+        predictions = documents.Topic.to_list()
+
+        return predictions, probabilities
+
+
+class gpubertopic_wrapper(gpu_BERTopic):
+    def fit_transform(self, data):
+        """Fit the models on a collection of documents, generate topics,
+        and return the docs with topics
+        Arguments:
+            documents: A list of documents to fit on
+
+        Returns:
+            predictions: Topic predictions for each documents
+            probabilities: The probability of the assigned topic per document.
+        """
+
+        umap_embeddings = np.load("berttopic_umapembeddings.npy")
+
+        probabilities = np.load("berttopic_probs.npy")
+
+        documents = pd.read_parquet("berttopic_docs")
+        documents = cudf.from_pandas(documents)
+        self.update_topic_size(documents)
+
+        del umap_embeddings
+
+        tf_idf, count, docs_per_topics_topics = self.create_topics(
+            documents
+        )
+        top_n_words, name_repr = self.extract_top_n_words_per_topic(
+            tf_idf, count, docs_per_topics_topics, n=30
+        )
+
+        self.topic_sizes_df["Name"] = self.topic_sizes_df["Topic"].map(
+            name_repr
+        )
+        self.top_n_words = top_n_words
+        predictions = documents.Topic.to_arrow().to_pylist()
+
+        return (predictions, probabilities)
+
+
+def test_fit_transform(input_data_docs):
+    model_sbert = SentenceTransformer("all-MiniLM-L6-v2")
+    embeddings = model_sbert.encode(
+        input_data_docs,
+        show_progress_bar=True,
+        batch_size=64,
+        convert_to_numpy=True,
+    )
+    topic_model = berttopic_wrapper()
+    _, probs_cpu = topic_model.fit_transform(input_data_docs, embeddings)
+
+    gpu_topic = gpubertopic_wrapper()
+    _, probs_gpu = gpu_topic.fit_transform(input_data_docs)
+    
+    a = topic_model.get_topic_info().reset_index(drop=True)
+    b = gpu_topic.get_topic_info().reset_index(drop=True)
+
+    b_gpu = b.Name.str.split("_", expand=True)[[1, 2, 3, 4]]
+    b_gpu["Count"] = b["Count"]
+    b_gpu = (
+        b_gpu.sort_values(by=["Count", 1, 2, 3, 4], ascending=False)
+        .reset_index(drop=True)
+        .to_pandas()
+    )
+    a_cpu = a.Name.str.split("_", expand=True)[[1, 2, 3, 4]]
+    a_cpu["Count"] = a["Count"]
+    a_cpu = a_cpu.sort_values(
+        by=["Count", 1, 2, 3, 4], ascending=False).reset_index(
+        drop=True
+    )
+    assert probs_gpu.all() == probs_cpu.all()
+    assert sum(a_cpu["Count"] == b_gpu["Count"]) == len(a_cpu) == len(b_gpu)
+    pd.testing.assert_series_equal(
+        a_cpu[1][:100], b_gpu[1][:100],
+        check_dtype=False
+    )
+    pd.testing.assert_series_equal(
+        a_cpu[2][:100], b_gpu[2][:100],
+        check_dtype=False
+    )
+    pd.testing.assert_series_equal(
+        a_cpu[3][:100], b_gpu[3][:100],
+        check_dtype=False
+    )
+    pd.testing.assert_series_equal(
+        a_cpu[4][:100], b_gpu[4][:100],
+        check_dtype=False
+    )
+    pd.testing.assert_frame_equal(
+        a_cpu[:100], b_gpu[:100],
+        check_dtype=False
+    )
+    
\ No newline at end of file
diff --git a/cuBERT_topic_modelling/tests/test_hdbscan_clustering.py b/cuBERT_topic_modelling/tests/test_hdbscan_clustering.py
new file mode 100644
index 0000000..c91292e
--- /dev/null
+++ b/cuBERT_topic_modelling/tests/test_hdbscan_clustering.py
@@ -0,0 +1,42 @@
+import cudf
+from sklearn.datasets import fetch_20newsgroups, make_blobs
+import pytest
+from cuBERTopic import gpu_BERTopic
+
+
+newsgroup_docs = fetch_20newsgroups(
+    subset="all", remove=("headers", "footers", "quotes")
+)["data"][:1000]
+
+
+@pytest.mark.parametrize(
+    "samples,features,centers",
+    [
+        (200, 500, 1),
+        (500, 200, 1),
+        (200, 500, 2),
+        (500, 200, 2),
+        (200, 500, 4),
+        (500, 200, 4),
+    ],
+)
+def test_hdbscan_cluster_embeddings(samples, features, centers):
+    """Test HDBSCAN
+    Testing whether the clusters are correctly created and if the old
+    and new dataframes are the exact same aside from the Topic column.
+    """
+    embeddings, _ = make_blobs(
+        n_samples=samples,
+        centers=centers,
+        n_features=features,
+        random_state=42
+    )
+    documents = [str(i + 1) for i in range(embeddings.shape[0])]
+    old_df = cudf.DataFrame(
+        {"Document": documents, "ID": range(len(documents)), "Topic": None}
+    )
+    gpu_topic = gpu_BERTopic()
+    new_df, _ = gpu_topic.clustering_hdbscan(embeddings, old_df)
+
+    assert len(new_df.Topic.unique()) == centers
+    assert "Topic" in new_df.columns
diff --git a/cuBERT_topic_modelling/tests/test_mmr.py b/cuBERT_topic_modelling/tests/test_mmr.py
new file mode 100644
index 0000000..169e59f
--- /dev/null
+++ b/cuBERT_topic_modelling/tests/test_mmr.py
@@ -0,0 +1,48 @@
+from bertopic._mmr import mmr as mmr_cpu
+from mmr import mmr as mmr_gpu
+import numpy as np
+import cupy as cp
+import pytest
+
+@pytest.mark.parametrize("words,diversity",
+                         [(['stars', 'star', 'starry', 'astronaut', 'astronauts'], 0),
+                          (['stars', 'spaceship', 'nasa', 'skies', 'sky'], 1)])
+def test_mmr_model(words, diversity):
+    """ Test MMR
+    Testing both low and high diversity when selecing candidates.
+    In the parameters, you can see that low diversity leads to very
+    similar words/vectors to be selected, whereas a high diversity
+    leads to a selection of candidates that, albeit similar to the input
+    document, are less similar to each other.
+    """
+    candidates_gpu = mmr_gpu(doc_embedding=cp.array([5, 5, 5, 5]).reshape(1, -1),
+                     word_embeddings=cp.array([[1.0, 1.0, 2.0, 2.0],
+                                               [1.0, 2.0, 4.0, 7.0],
+                                               [4.0, 4.0, 4.0, 4.0],
+                                               [4.0, 4.0, 4.0, 4.0],
+                                               [4.0, 4.0, 4.0, 4.0],
+                                               [1.0, 1.0, 9.0, 3.0],
+                                               [5.0, 3.0, 5.0, 8.0],
+                                               [6.0, 6.0, 6.0, 6.0],
+                                               [6.0, 6.0, 6.0, 6.0],
+                                               [5.0, 8.0, 7.0, 2.0]]),
+                     words=['space', 'nasa', 'stars', 'star', 'starry', 'spaceship',
+                            'sky', 'astronaut', 'astronauts', 'skies'],
+                     diversity=diversity)
+    
+    candidates_cpu = mmr_cpu(doc_embedding=np.array([5, 5, 5, 5]).reshape(1, -1),
+                     word_embeddings=np.array([[1.0, 1.0, 2.0, 2.0],
+                                               [1.0, 2.0, 4.0, 7.0],
+                                               [4.0, 4.0, 4.0, 4.0],
+                                               [4.0, 4.0, 4.0, 4.0],
+                                               [4.0, 4.0, 4.0, 4.0],
+                                               [1.0, 1.0, 9.0, 3.0],
+                                               [5.0, 3.0, 5.0, 8.0],
+                                               [6.0, 6.0, 6.0, 6.0],
+                                               [6.0, 6.0, 6.0, 6.0],
+                                               [5.0, 8.0, 7.0, 2.0]]),
+                     words=['space', 'nasa', 'stars', 'star', 'starry', 'spaceship',
+                            'sky', 'astronaut', 'astronauts', 'skies'],
+                     diversity=diversity)
+    
+    assert candidates_gpu == words == candidates_cpu
diff --git a/cuBERT_topic_modelling/tests/test_subwordtokenizer.py b/cuBERT_topic_modelling/tests/test_subwordtokenizer.py
new file mode 100644
index 0000000..8dd9d03
--- /dev/null
+++ b/cuBERT_topic_modelling/tests/test_subwordtokenizer.py
@@ -0,0 +1,163 @@
+from transformers import AutoTokenizer, AutoModel
+import torch
+import numpy as np
+import cupy as cp
+from sklearn.datasets import fetch_20newsgroups
+import cudf
+import pytest
+from embedding_extraction import mean_pooling, create_embeddings
+from cudf.core.subword_tokenizer import SubwordTokenizer
+from torch.utils.dlpack import to_dlpack, from_dlpack
+
+
+device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu")
+
+def fix_padding(tnsr):
+    """Function to fix padding on a torch.Tensor object
+
+    Args:
+        tnsr ([torch.Tensor]): Tensor representing input_ids,
+        attention_mask
+
+    Returns:
+        [torch.Tensor]: trimmed stack of Tensor objects
+    """
+
+    # Remove all the padding from the end
+    trimmed_collections = list()
+    max_arr_length = -1
+    dx = to_dlpack(tnsr)
+    embeddings_collecton = cp.fromDlpack(dx)
+    for embeddings in embeddings_collecton:
+        trimmed = cp.trim_zeros(embeddings, trim='b')
+        max_arr_length = max(max_arr_length, len(trimmed))
+        trimmed_collections.append(trimmed)
+
+    first_arr_stack = cp.pad(
+        trimmed_collections[0],
+        (0, max_arr_length-len(trimmed_collections[0])),
+        'constant')
+
+    # Add the required padding back
+    for a in range(1, len(trimmed_collections)):
+        padded = cp.pad(
+            trimmed_collections[a],
+            (0, max_arr_length-len(trimmed_collections[a])),
+            'constant')
+        first_arr_stack = cp.vstack([first_arr_stack, padded])
+        # Convert it back to a PyTorch tensor.
+    tx2 = from_dlpack(first_arr_stack.toDlpack())
+
+    # Taking care of case where we have only one sentence
+    # Then, we need to reshape to get the right dimensions
+    # since in the other cases cp.vstack handles that.
+
+    if len(tx2.shape) == 1:
+        dim = tx2.shape[0]
+        tx2 = torch.reshape(tx2, (1, dim))
+
+    return tx2
+
+# Sentences we want sentence embeddings for
+@pytest.fixture
+def input_sentences_fixture():
+    sentences = fetch_20newsgroups(subset="all")["data"]
+    return sentences
+
+
+def run_embedding_creation_transformers(sentences):
+    # Load AutoModel from huggingface model repository
+    tokenizer = AutoTokenizer.from_pretrained(
+        "sentence-transformers/all-MiniLM-L6-v2"
+    )
+
+    # Tokenize sentences
+    encoded_input = tokenizer(
+        sentences,
+        padding=True,
+        truncation=True,
+        max_length=128,
+        return_tensors="pt"
+    )
+
+    model = AutoModel.from_pretrained(
+        "sentence-transformers/all-MiniLM-L6-v2"
+    )
+
+    # Compute token embeddings
+    with torch.no_grad():
+        model_output = model(**encoded_input)
+
+    # Perform pooling. In this case, mean pooling
+    sentence_embeddings = mean_pooling(
+        model_output,
+        encoded_input["attention_mask"]
+    )
+
+    return sentence_embeddings
+
+@pytest.mark.xfail(
+    reason="sentence number 11927 is being encoded different in \
+        AutoTokenizer and cuDF's SubwordTokenizer",
+    strict=True)
+def test_custom_tokenizer(input_sentences_fixture):
+    sentence_embeddings_gpu = create_embeddings(
+        cudf.Series(input_sentences_fixture)
+    )
+    sentence_embeddings = run_embedding_creation_transformers(
+        input_sentences_fixture
+    )
+    np.testing.assert_array_almost_equal(
+        sentence_embeddings.to("cpu").numpy(),
+        sentence_embeddings_gpu.to("cpu").numpy()
+    )
+
+@pytest.mark.xfail(
+    reason="sentence number 11927 is being encoded different in \
+        AutoTokenizer and cuDF's SubwordTokenizer",
+    strict=True)
+def test_encoded_input(input_sentences_fixture):
+    cudf_tokenizer = SubwordTokenizer(
+        'vocab/voc_hash.txt',
+        do_lower_case=True
+    )
+    input_sentences_fixture_cudf = cudf.Series(input_sentences_fixture)
+    # Tokenize sentences
+    encoded_input_cudf = cudf_tokenizer(
+        input_sentences_fixture_cudf,
+        max_length=128,
+        max_num_rows=len(input_sentences_fixture_cudf),
+        padding='max_length',
+        return_tensors='pt',
+        truncation=True
+    )
+    
+    encoded_input_cudf['input_ids'] = fix_padding(
+        encoded_input_cudf['input_ids']
+    )
+    encoded_input_cudf['attention_mask'] = fix_padding(
+        encoded_input_cudf['attention_mask']
+    )
+
+    tokenizer = AutoTokenizer.from_pretrained(
+        "sentence-transformers/all-MiniLM-L6-v2"
+    )
+
+    # Tokenize sentences
+    encoded_input = tokenizer(
+        input_sentences_fixture,
+        padding=True,
+        truncation=True,
+        max_length=128,
+        return_tensors="pt"
+    )
+    
+    np.testing.assert_array_almost_equal(
+        encoded_input_cudf['attention_mask'].to('cpu').numpy(),
+        encoded_input['attention_mask'].numpy()
+    )
+    np.testing.assert_array_almost_equal(
+        encoded_input_cudf['input_ids'].to('cpu').numpy(),
+        encoded_input['input_ids'].numpy()
+    )
+    
\ No newline at end of file
diff --git a/cuBERT_topic_modelling/tests/test_umap_dr.py b/cuBERT_topic_modelling/tests/test_umap_dr.py
new file mode 100644
index 0000000..40eb806
--- /dev/null
+++ b/cuBERT_topic_modelling/tests/test_umap_dr.py
@@ -0,0 +1,17 @@
+import numpy as np
+import pytest
+from cuBERTopic import gpu_BERTopic
+
+@pytest.mark.parametrize("embeddings,shape", [(np.random.rand(100, 68), 100),
+                                              (np.random.rand(1000, 5), 1000)])
+def test_umap_reduce_dimensionality(embeddings, shape):
+    """ Test UMAP
+    Testing whether the dimensionality across different shapes is
+    reduced to the correct shape. For now, testing the shape is sufficient
+    as the main goal here is to reduce the dimensionality, the quality is
+    tested in the full pipeline.
+    """
+    gpu_topic = gpu_BERTopic()
+    umap_embeddings = gpu_topic.reduce_dimensionality(embeddings)
+    assert umap_embeddings.shape == (shape, 5)
+    
\ No newline at end of file
diff --git a/cuBERT_topic_modelling/utils/__init__.py b/cuBERT_topic_modelling/utils/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/cuBERT_topic_modelling/utils/sparse_matrix_utils.py b/cuBERT_topic_modelling/utils/sparse_matrix_utils.py
new file mode 100644
index 0000000..44bc351
--- /dev/null
+++ b/cuBERT_topic_modelling/utils/sparse_matrix_utils.py
@@ -0,0 +1,37 @@
+import cupy as cp
+
+def top_n_idx_sparse(matrix, n):
+        """Return indices of top n values in each row of a sparse matrix
+        Retrieved from:
+            https://stackoverflow.com/questions/49207275/finding-the-top-n-values-in-a-row-of-a-scipy-sparse-matrix
+        Args:
+            matrix: The sparse matrix from which to get the
+            top n indices per row
+            n: The number of highest values to extract from each row
+        Returns:
+            indices: The top n indices per row
+        """
+        top_n_idx = []
+        mat_inptr_np_ar = matrix.indptr.get()
+        le_np = mat_inptr_np_ar[:-1]
+        ri_np = mat_inptr_np_ar[1:]
+        
+        for le, ri in zip(le_np, ri_np):
+            le = le.item()
+            ri = ri.item()
+            n_row_pick = min(n, ri - le)
+            top_indices_ar = matrix.indices[
+                    le + cp.argpartition(
+                        matrix.data[le:ri], -n_row_pick
+                    )[-n_row_pick:]
+                ]
+            if len(top_indices_ar) != n:
+                buffered_indices_ar = cp.full(shape=n,
+                                              fill_value=cp.nan,
+                                              dtype=cp.float32)
+                buffered_indices_ar[:len(top_indices_ar)] = top_indices_ar
+                top_indices_ar = buffered_indices_ar
+            top_n_idx.append(
+                top_indices_ar
+            )
+        return cp.array(top_n_idx)
diff --git a/cuBERT_topic_modelling/vectorizer/__init__.py b/cuBERT_topic_modelling/vectorizer/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/cuBERT_topic_modelling/vectorizer/vectorizer.py b/cuBERT_topic_modelling/vectorizer/vectorizer.py
new file mode 100644
index 0000000..bd2e7bc
--- /dev/null
+++ b/cuBERT_topic_modelling/vectorizer/vectorizer.py
@@ -0,0 +1,73 @@
+from cuml.feature_extraction.text import CountVectorizer
+import cudf
+from cuml.common.sparsefuncs import create_csr_matrix_from_count_df
+import cupy as cp
+
+
+class CountVecWrapper(CountVectorizer):
+    def preprocess_text_gpu(self, doc):
+        """
+        Chain together an optional series of text preprocessing steps to
+        apply to a document.
+        Parameters
+        ----------
+        doc: cudf.Series[str]
+            The string to preprocess
+
+        Returns
+        -------
+        doc: cudf.Series[str]
+            preprocessed string
+        """
+        doc = doc.str.lower()
+        doc = doc.str.replace("\n", " ", regex=False)
+        doc = doc.str.replace("\t", " ", regex=False)
+        doc = doc.str.filter_characters(
+            {"a": "z", "0": "9", " ": " ", "A": "Z"}, True, ""
+        )
+        
+        # TODO: check if its required
+        # sklearn by default removes tokens of
+        # length 1, if its remove alphanumerics
+        # if remove_single_token_len:
+        doc = doc.str.filter_tokens(2)
+        doc = doc.str.strip()
+        doc[doc == ""] = "emptydoc"
+
+        return doc
+
+    def fit_transform(self, docs_df):
+
+        self._warn_for_unused_params()
+        self._validate_params()
+        topic_series = docs_df["Topic"]
+        topic_df = topic_series.to_frame(name="Topic_ID")
+        topic_df["doc_id"] = cp.arange(len(topic_df))
+
+        docs = self.preprocess_text_gpu(docs_df["Document"])
+        n_doc = len(topic_df["Topic_ID"].unique())
+
+        tokenized_df = self._create_tokenized_df(docs)
+        self.vocabulary_ = tokenized_df["token"].unique()
+
+        merged_count_df = (
+            cudf.merge(tokenized_df, topic_df, how="left")
+            .sort_values("Topic_ID")
+            .rename({"Topic_ID": "doc_id"}, axis=1)
+        )
+
+        count_df = self._count_vocab(merged_count_df)
+
+        # TODO: handle empty docids case later
+        empty_doc_ids = cp.empty(shape=0, dtype=cp.int32)
+        X = create_csr_matrix_from_count_df(
+            count_df,
+            empty_doc_ids,
+            n_doc,
+            len(self.vocabulary_),
+            dtype=self.dtype
+        )
+        if self.binary:
+            X.data.fill(1)
+
+        return X
\ No newline at end of file
diff --git a/cuBERT_topic_modelling/vocab/voc_hash.txt b/cuBERT_topic_modelling/vocab/voc_hash.txt
new file mode 100644
index 0000000..ab39452
--- /dev/null
+++ b/cuBERT_topic_modelling/vocab/voc_hash.txt
@@ -0,0 +1,38159 @@
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diff --git a/cuBERT_topic_modelling/vocab/vocab.txt b/cuBERT_topic_modelling/vocab/vocab.txt
new file mode 100644
index 0000000..fb14027
--- /dev/null
+++ b/cuBERT_topic_modelling/vocab/vocab.txt
@@ -0,0 +1,30522 @@
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