examples/replug_parallel_reader.ipynb

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    "# Using REPLUG for Parallel Document Reading with LLMs\n",
    "\n",
    "In this tutorial, we will demostrate how we can utilize the REPLUG algorithm to read multiple documents in parallel to generate an answer for any question.\n",
    "\n",
    "We will use a pipeline that will:\n",
    "\n",
    "- Fetch relevant documents for our question.\n",
    "- Rerank the documents for better performance.\n",
    "- Read in parallel and generate according to REPLUG.\n",
    "\n",
    "For more information about REPLUG, we encourage reading the original paper: [REPLUG: Retrieval-Augmented Black-Box Language Models\n",
    "](https://arxiv.org/abs/2301.12652). \n",
    "\n",
    "Below we showcase a comparison of the CODEX model when using REPLUG on MMLU, as specified in Table 2 of the original paper:\n",
    "\n",
    "| Model | Parameters | Humanities | Social. | STEM | Other | All |\n",
    "| --- | --- | --- | --- | --- | --- | --- |\n",
    "| Codex | 175B | 74.2 | 76.9 | 57.8 | 70.1 | 68.3 |\n",
    "| Codex + REPLUG | 175B | 76.0 | 79.7 | 58.8 | 72.1 | 71.4\n",
    "\n",
    "We observe that the REPLUG approach performs better across all categories\n"
   ]
  },
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   "source": [
    "import torch\n",
    "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.builders.prompt_builder import PromptBuilder\n",
    "\n",
    "from fastrag.generators import ReplugGenerator"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0d1cfe9c-7861-4ed8-836e-689a612faf15",
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   "source": [
    "We start from a collection of paragraphs from Wikipedia, for the retrieval phase:"
   ]
  },
  {
   "cell_type": "code",
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   "id": "23442f1b-ede3-4ef8-9768-d0e598315cc6",
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    "document_collection = [{'id': '11457596',\n",
    "  'text': 'Quest\", the \"Ultima\" series, \"EverQuest\", the \"Warcraft\" series, and the \"Elder Scrolls\" series of games as well as video games set in Middle-earth itself. Research also suggests that some consumers of fantasy games derive their motivation from trying to create an epic fantasy narrative which is influenced by \"The Lord of the Rings\". In 1965, songwriter Donald Swann, who was best known for his collaboration with Michael Flanders as Flanders & Swann, set six poems from \"The Lord of the Rings\" and one from \"The Adventures of Tom Bombadil\" (\"Errantry\") to music. When Swann met with Tolkien to play the',\n",
    "  'title': 'The Lord of the Rings'},\n",
    " {'id': '11457582',\n",
    "  'text': 'helped \"The Lord of the Rings\" become immensely popular in the United States in the 1960s. The book has remained so ever since, ranking as one of the most popular works of fiction of the twentieth century, judged by both sales and reader surveys. In the 2003 \"Big Read\" survey conducted in Britain by the BBC, \"The Lord of the Rings\" was found to be the \"Nation\\'s best-loved book\". In similar 2004 polls both Germany and Australia also found \"The Lord of the Rings\" to be their favourite book. In a 1999 poll of Amazon.com customers, \"The Lord of the',\n",
    "  'title': 'The Lord of the Rings'},\n",
    " {'id': '11457540',\n",
    "  'text': 'of Tolkien\\'s works is such that the use of the words \"Tolkienian\" and \"Tolkienesque\" has been recorded in the \"Oxford English Dictionary\". The enduring popularity of \"The Lord of the Rings\" has led to numerous references in popular culture, the founding of many societies by fans of Tolkien\\'s works, and the publication of many books about Tolkien and his works. \"The Lord of the Rings\" has inspired, and continues to inspire, artwork, music, films and television, video games, board games, and subsequent literature. Award-winning adaptations of \"The Lord of the Rings\" have been made for radio, theatre, and film. In',\n",
    "  'title': 'The Lord of the Rings'},\n",
    " {'id': '11457587',\n",
    "  'text': 'has been read as fitting the model of Joseph Campbell\\'s \"monomyth\". \"The Lord of the Rings\" has been adapted for film, radio and stage. The book has been adapted for radio four times. In 1955 and 1956, the BBC broadcast \"The Lord of the Rings\", a 13-part radio adaptation of the story. In the 1960s radio station WBAI produced a short radio adaptation. A 1979 dramatization of \"The Lord of the Rings\" was broadcast in the United States and subsequently issued on tape and CD. In 1981, the BBC broadcast \"The Lord of the Rings\", a new dramatization in 26',\n",
    "  'title': 'The Lord of the Rings'},\n",
    " {'id': '11457592',\n",
    "  'text': '\"The Lord of the Rings\", was released on the internet in May 2009 and has been covered in major media. \"Born of Hope\", written by Paula DiSante, directed by Kate Madison, and released in December 2009, is a fan film based upon the appendices of \"The Lord of the Rings\". In November 2017, Amazon acquired the global television rights to \"The Lord of the Rings\", committing to a multi-season television series. The series will not be a direct adaptation of the books, but will instead introduce new stories that are set before \"The Fellowship of the Ring\". Amazon said the',\n",
    "  'title': 'The Lord of the Rings'},\n",
    " {'id': '7733817',\n",
    "  'text': 'The Lord of the Rings Online The Lord of the Rings Online: Shadows of Angmar is a massive multiplayer online role-playing game (MMORPG) for Microsoft Windows and OS X set in a fantasy universe based upon J. R. R. Tolkien\\'s Middle-earth writings, taking place during the time period of \"The Lord of the Rings\". It launched in North America, Australia, Japan, and Europe in 2007. Originally subscription-based, it is free-to-play, with a paid VIP subscription available that provides players various perks.  The game\\'s environment is based on \"The Lord of the Rings\" and \"The Hobbit\". However, Turbine does not',\n",
    "  'title': 'The Lord of the Rings Online'},\n",
    " {'id': '22198847',\n",
    "  'text': 'of \"The Lord of the Rings\", including Ian McKellen, Andy Serkis, Hugo Weaving, Elijah Wood, Ian Holm, Christopher Lee, Cate Blanchett and Orlando Bloom who reprised their roles. Although the \"Hobbit\" films were even more commercially successful than \"The Lord of the Rings\", they received mixed reviews from critics. Numerous video games were released to supplement the film series. They include: \",\" Pinball, \"\", \"\", , \"\", \"\", \"\", \"\", \"The Lord of the Rings Online\", \"\", \"\", \"\", \"Lego The Lord of the Rings\", \"Guardians of Middle-earth\", \"\", and \"\".',\n",
    "  'title': 'The Lord of the Rings (film series)'},\n",
    " {'id': '24071573',\n",
    "  'text': 'Lord of the Rings (musical) The Lord of the Rings is the most prominent of several theatre adaptations of J. R. R. Tolkien\\'s epic high fantasy novel of the same name, with music by A. R. Rahman, Christopher Nightingale and the band Värttinä, and book and lyrics by Matthew Warchus and Shaun McKenna. Set in the world of Middle-earth, \"The Lord of the Rings\" tells the tale of a humble hobbit who is asked to play the hero and undertake a treacherous mission to destroy an evil, magic ring without being seduced by its power. The show was first performed',\n",
    "  'title': 'Lord of the Rings (musical)'},\n",
    " {'id': '11457536',\n",
    "  'text': 'The Lord of the Rings The Lord of the Rings is an epic high fantasy novel written by English author and scholar J. R. R. Tolkien. The story began as a sequel to Tolkien\\'s 1937 fantasy novel \"The Hobbit\", but eventually developed into a much larger work. Written in stages between 1937 and 1949, \"The Lord of the Rings\" is one of the best-selling novels ever written, with over 150 million copies sold. The title of the novel refers to the story\\'s main antagonist, the Dark Lord Sauron, who had in an earlier age created the One Ring to rule',\n",
    "  'title': 'The Lord of the Rings'},\n",
    " {'id': '13304003',\n",
    "  'text': \"The Lord of the Rings (disambiguation) The Lord of the Rings is a fantasy novel by J. R. R. Tolkien. The title refers to Sauron, the story's main antagonist. The Lord of the Rings may also refer to:\",\n",
    "  'title': 'The Lord of the Rings (disambiguation)'}]"
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   "source": [
    "We then create an InMemoryDocumentStore document store, to store all the documents:"
   ]
  },
  {
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   "execution_count": 3,
   "id": "d8f3e6df-3efa-41c7-a096-11f90b4b9c44",
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   "source": [
    "store = InMemoryDocumentStore()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "99700ae4-fd3f-4d16-ad7c-8cd746c9999d",
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   "outputs": [],
   "source": [
    "documents = [Document(id=item[\"id\"], content=item[\"text\"], meta={\"title\": item[\"title\"]}) for item in document_collection]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a2d901a6-a350-45a9-b69e-ab44a4dad9f8",
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    {
     "data": {
      "text/plain": [
       "10"
      ]
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     "output_type": "execute_result"
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   ],
   "source": [
    "store.write_documents(documents)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "beb6fb8f-eb34-421c-9ceb-32f8df00ec6b",
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   "source": [
    "Next, we create a simple BM25 retriever on top of our store, and an additional reranker component to improve the ranking of the documents used for answering the question:"
   ]
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   "id": "702ce4e4-6a26-473f-9804-91136ddb60e7",
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   "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=1,\n",
    ")"
   ]
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   "source": [
    "Now that we have created the retrieval components, we move to the LLM usage.\n",
    "\n",
    "To use REPLUG, we first create a document template that contains a placeholder for the retrieved documents to be inserted.\n",
    "Given that the model receives $K$ documents, the component will generate $K$ prompts for each document, using the current template.\n",
    "The ###REPLUG-DOC### place holder is where the retrieved document to be inserted. \n",
    "\n",
    "We also insert the query itself, to instruct the model to answer the question, given the current document."
   ]
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   "id": "a34e2c85-d093-4f7d-b711-1c3ed17c4338",
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    "prompt = \"\"\"[INST] <<SYS>>\n",
    "Answer the Question below using only the Document provided.\n",
    "Do not use any prior knowledge to answer the question.\n",
    "Your answer can only be an entity name or a short phrase.\n",
    "\n",
    "Examples:\n",
    "Document: \"The Lamentable and Tragical History of Titus Andronicus,\" also called \"Titus Andronicus\\' Complaint,\" is a ballad from the 17th century about the fictional Roman general, Titus, and his revenge cycle with the Queen of the Goths. Events in the ballad take place near the end of the Roman Empire, and the narrative of the ballad parallels the plot of William Shakespeare\\'s play Titus Andronicus.\n",
    "Question: Shakespeare's \"Titus Andronicus\" is set during the latter days of which Empire?\n",
    "Answer: Roman Empire\n",
    "\n",
    "Document: Popeye the Sailor Man is a fictional cartoon character created by Elzie Crisler Segar. The character first appeared on January 17, 1929, in the daily King Features comic strip Thimble Theatre.\n",
    "Question: Who created Popeye?\n",
    "Answer: Elzie Segar\n",
    "\n",
    "Document: he Rose Period (Spanish: Período rosa) comprises the works produced by Spanish painter Pablo Picasso between 1904 and 1906. It began when Picasso settled in Montmartre at the Bateau-Lavoir among bohemian poets and writers.\n",
    "Question: What period preceded Picasso's \"Rose Period\"?\n",
    "Answer: Blue Period\n",
    "\n",
    "Document: ###REPLUG-DOC###\n",
    "<</SYS>>\n",
    "\n",
    "Question: {{query}}\n",
    "Answer: [/INST]\"\"\""
   ]
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   "cell_type": "markdown",
   "id": "f1713866-5fb0-430a-bf8d-e879c2dc9905",
   "metadata": {},
   "source": [
    "We now create the Replug generator:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f8da292b-43a8-43c7-b419-0fe669b4e443",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Downloading shards: 100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 2/2 [00:00<00:00,  9.65it/s]\n",
      "Loading checkpoint shards: 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 2/2 [01:09<00:00, 34.61s/it]\n"
     ]
    }
   ],
   "source": [
    "generator = ReplugGenerator(huggingface_pipeline_kwargs={\"device_map\":\"auto\", \"torch_dtype\": torch.float16})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a70fc04b-fa75-47e5-993d-b88734ceb0ed",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The model 'HF' is not supported for text-generation. Supported models are ['BartForCausalLM', 'BertLMHeadModel', 'BertGenerationDecoder', 'BigBirdForCausalLM', 'BigBirdPegasusForCausalLM', 'BioGptForCausalLM', 'BlenderbotForCausalLM', 'BlenderbotSmallForCausalLM', 'BloomForCausalLM', 'CamembertForCausalLM', 'LlamaForCausalLM', 'CodeGenForCausalLM', 'CohereForCausalLM', 'CpmAntForCausalLM', 'CTRLLMHeadModel', 'Data2VecTextForCausalLM', 'ElectraForCausalLM', 'ErnieForCausalLM', 'FalconForCausalLM', 'FuyuForCausalLM', 'GemmaForCausalLM', 'GitForCausalLM', 'GPT2LMHeadModel', 'GPT2LMHeadModel', 'GPTBigCodeForCausalLM', 'GPTNeoForCausalLM', 'GPTNeoXForCausalLM', 'GPTNeoXJapaneseForCausalLM', 'GPTJForCausalLM', 'LlamaForCausalLM', 'MambaForCausalLM', 'MarianForCausalLM', 'MBartForCausalLM', 'MegaForCausalLM', 'MegatronBertForCausalLM', 'MistralForCausalLM', 'MixtralForCausalLM', 'MptForCausalLM', 'MusicgenForCausalLM', 'MusicgenMelodyForCausalLM', 'MvpForCausalLM', 'OpenLlamaForCausalLM', 'OpenAIGPTLMHeadModel', 'OPTForCausalLM', 'PegasusForCausalLM', 'PersimmonForCausalLM', 'PhiForCausalLM', 'PLBartForCausalLM', 'ProphetNetForCausalLM', 'QDQBertLMHeadModel', 'Qwen2ForCausalLM', 'ReformerModelWithLMHead', 'RemBertForCausalLM', 'RobertaForCausalLM', 'RobertaPreLayerNormForCausalLM', 'RoCBertForCausalLM', 'RoFormerForCausalLM', 'RwkvForCausalLM', 'Speech2Text2ForCausalLM', 'StableLmForCausalLM', 'Starcoder2ForCausalLM', 'TransfoXLLMHeadModel', 'TrOCRForCausalLM', 'WhisperForCausalLM', 'XGLMForCausalLM', 'XLMWithLMHeadModel', 'XLMProphetNetForCausalLM', 'XLMRobertaForCausalLM', 'XLMRobertaXLForCausalLM', 'XLNetLMHeadModel', 'XmodForCausalLM'].\n"
     ]
    }
   ],
   "source": [
    "generator.warm_up()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e03a9423-fcaa-4c2a-b677-f32d79f642ce",
   "metadata": {},
   "source": [
    "Our components are now ready. We can now create a pipeline, to connect all of them together:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "3951c11f-48d5-4226-85df-aefaf5216016",
   "metadata": {},
   "outputs": [],
   "source": [
    "pipe = Pipeline()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "5306baeb-8b40-468f-bc18-94e1dece9503",
   "metadata": {},
   "outputs": [
    {
     "data": {
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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(\"replug\", generator)\n",
    "\n",
    "pipe.connect(\"retriever\", \"reranker.documents\")\n",
    "pipe.connect(\"reranker\", \"replug.documents\")\n",
    "pipe.connect(\"prompt_builder\", \"replug.prompt\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae3804a9-a067-4033-bded-3a76c7294be1",
   "metadata": {},
   "source": [
    "Finally, lets ask it a question:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "82fbfc50-c128-4b79-973a-a7cff137d8ec",
   "metadata": {},
   "outputs": [],
   "source": [
    "question = \"Who is the main villain in Lord of the Rings?\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "3c0206f4-adf6-4c0d-bd7b-be5fa9851f39",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Ranking by BM25...: 100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 10/10 [00:00<00:00, 37249.59 docs/s]\n",
      "Asking to truncate to max_length but no maximum length is provided and the model has no predefined maximum length. Default to no truncation.\n"
     ]
    }
   ],
   "source": [
    "result = pipe.run(\n",
    "    {\n",
    "        \"retriever\": {\"query\": question, \"top_k\": 5},\n",
    "        \"reranker\": {\"query\": question, \"top_k\": 3},\n",
    "        \"prompt_builder\": {\"query\": question},\n",
    "        \"replug\": {\"generation_kwargs\": { \n",
    "            \"max_new_tokens\": 20}},\n",
    "    }\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "7cb19d7a-ce97-430d-9610-5fc4f538ed1a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " Answer: Sauron\n"
     ]
    }
   ],
   "source": [
    "print(result[\"replug\"][\"replies\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "28d67615-ea52-4609-9fd9-d934f96ef545",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "fastrag2",
   "language": "python",
   "name": "fastrag2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}