examples/od_summarization_pipeline.ipynb

{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# A simple open-domain summarization pipeline"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Build a local in-memory index and index some relevant documents"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/user/fastRAG/.venv/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "from haystack import Document, Pipeline\n",
    "from haystack.document_stores.in_memory import InMemoryDocumentStore\n",
    "from haystack.components.retrievers.in_memory import InMemoryBM25Retriever\n",
    "from haystack.components.rankers import TransformersSimilarityRanker\n",
    "from haystack.components.generators import HuggingFaceLocalGenerator\n",
    "from haystack.components.builders.prompt_builder import PromptBuilder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "examples = [\n",
    "    \"Lionel Andrés Messi[note 1] (Spanish pronunciation: [ljoˈnel anˈdɾes ˈmesi] (listen); born 24 June 1987), also known as Leo Messi, is an Argentine professional footballer who plays as a forward for Ligue 1 club Paris Saint-Germain and captains the Argentina national team. Widely regarded as one of the greatest players of all time, Messi has won a record seven Ballon d'Or awards,[note 2] a record six European Golden Shoes, and in 2020 was named to the Ballon d'Or Dream Team. Until leaving the club in 2021, he had spent his entire professional career with Barcelona, where he won a club-record 35 trophies, including 10 La Liga titles, seven Copa del Rey titles and four UEFA Champions Leagues. With his country, he won the 2021 Copa América and the 2022 FIFA World Cup. A prolific goalscorer and creative playmaker, Messi holds the records for most goals in La Liga (474), most hat-tricks in La Liga (36) and the UEFA Champions League (8), and most assists in La Liga (192) and the Copa América (17). He has also the most international goals by a South American male (98). Messi has scored over 795 senior career goals for club and country, and has the most goals by a player for a single club (672).\",\n",
    "    \"Born and raised in central Argentina, Messi relocated to Spain at the age of 13 to join Barcelona, for whom he made his competitive debut aged 17 in October 2004. He established himself as an integral player for the club within the next three years, and in his first uninterrupted season in 2008–09 he helped Barcelona achieve the first treble in Spanish football; that year, aged 22, Messi won his first Ballon d'Or. Three successful seasons followed, with Messi winning four consecutive Ballons d'Or, making him the first player to win the award four times. During the 2011–12 season, he set the La Liga and European records for most goals scored in a single season, while establishing himself as Barcelona's all-time top scorer. The following two seasons, Messi finished second for the Ballon d'Or behind Cristiano Ronaldo (his perceived career rival), before regaining his best form during the 2014–15 campaign, becoming the all-time top scorer in La Liga and leading Barcelona to a historic second treble, after which he was awarded a fifth Ballon d'Or in 2015. Messi assumed captaincy of Barcelona in 2018, and in 2019 he won a record sixth Ballon d'Or. Out of contract, he signed for Paris Saint-Germain in August 2021.\",\n",
    "    \"An Argentine international, Messi holds the national record for appearances and is also the country's all-time leading goalscorer. At youth level, he won the 2005 FIFA World Youth Championship, finishing the tournament with both the Golden Ball and Golden Shoe, and an Olympic gold medal at the 2008 Summer Olympics. His style of play as a diminutive, left-footed dribbler drew comparisons with his compatriot Diego Maradona, who described Messi as his successor. After his senior debut in August 2005, Messi became the youngest Argentine to play and score in a FIFA World Cup in 2006, and reached the final of the 2007 Copa América, where he was named young player of the tournament. As the squad's captain from August 2011, he led Argentina to three consecutive finals: the 2014 FIFA World Cup, for which he won the Golden Ball, and the 2015 and 2016 Copa América, winning the Golden Ball in the 2015 edition. After announcing his international retirement in 2016, he reversed his decision and led his country to qualification for the 2018 FIFA World Cup, a third-place finish at the 2019 Copa América, and victory in the 2021 Copa América, while winning the Golden Ball and Golden Boot for the latter. This achievement would see him receive a record seventh Ballon d'Or in 2021. In 2022, he captained his country to win the 2022 FIFA World Cup, for which he won the Golden Ball for a record second time, and broke the record for most appearances in World Cup tournaments with 26 matches played.\",\n",
    "    \"Messi has endorsed sportswear company Adidas since 2006. According to France Football, he was the world's highest-paid footballer for five years out of six between 2009 and 2014, and was ranked the world's highest-paid athlete by Forbes in 2019 and 2022. Messi was among Time's 100 most influential people in the world in 2011 and 2012. In February 2020, he was awarded the Laureus World Sportsman of the Year, thus becoming the first footballer and the first team sport athlete to win the award. Later that year, Messi became the second footballer and second team-sport athlete to surpass $1 billion in career earnings.\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "store = InMemoryDocumentStore()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "documents = [Document(content=s) for s in examples]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "store.write_documents(documents)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Initialize the pipeline components"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialize the components we are going to use in our pipeline.\n",
    "Mainly, retriever, re-ranker and a generator capable of summarizing information (`philschmid/bart-large-cnn-samsum`)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "retriever = InMemoryBM25Retriever(\n",
    "    document_store= store,\n",
    "    top_k= 10\n",
    ")    \n",
    "reranker = TransformersSimilarityRanker(\n",
    "    model=\"cross-encoder/ms-marco-MiniLM-L-6-v2\",\n",
    "    top_k=4,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "prompt = \"\"\"\\\n",
    "{% for doc in documents %}\n",
    "    {{ doc.content }}\n",
    "{% endfor %}\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "generator = HuggingFaceLocalGenerator(\"philschmid/bart-large-cnn-samsum\", \n",
    "                                      task=\"text2text-generation\",\n",
    "                                      generation_kwargs={\"max_new_tokens\": 200, \n",
    "                                                         \"num_beams\": 1,\n",
    "                                                         \"early_stopping\": True,\n",
    "                                                         \"num_return_sequences\": 1,})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "generator.warm_up()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create a pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "pipe = Pipeline()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Add the components in the right order"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": []
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pipe.add_component(\"retriever\", retriever)\n",
    "pipe.add_component(\"reranker\", reranker)\n",
    "pipe.add_component(\"prompt_builder\", PromptBuilder(template=prompt))\n",
    "pipe.add_component(\"summarizer\", generator)\n",
    "\n",
    "pipe.connect(\"retriever\", \"reranker.documents\")\n",
    "pipe.connect(\"reranker\", \"prompt_builder.documents\")\n",
    "pipe.connect(\"prompt_builder\", \"summarizer\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Run a query through the pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "query=\"Leo Messi\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "result = pipe.run(\n",
    "    {\n",
    "        \"retriever\": {\"query\": query},\n",
    "        \"reranker\": {\"query\": query},\n",
    "    }\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " in 2018. He has won seven Ballon d'Or awards. He won the 2008 UEFA Champions League. He is the most decorated player in La Liga. He captained Argentina to three consecutive finals. He was named to the 2020 Ballon D'Or Dream Team. He played for Barcelona from 2004 to 2021. He moved to Paris Saint-Germain in 2011.\n"
     ]
    }
   ],
   "source": [
    "print(result[\"summarizer\"][\"replies\"][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "fastrag"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.6"
  },
  "vscode": {
   "interpreter": {
    "hash": "01262dede09baa68616418263efd26d33bafc508f82c218954990f624836b45d"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}