examples/client_inference_with_Llama_cpp.ipynb

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    "# Client Inference with LlamaCPP\n",
    "\n",
    "In this tutorial, we will demo how to build a RAG pipeline, with an LLM running with [LLama CPP](https://github.com/ggerganov/llama.cpp).\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",
    "- Run the reader model using LLama CPP."
   ]
  },
  {
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   "id": "c25d1abb-1e57-4290-8a6e-43aa20ceca17",
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   "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.builders.prompt_builder import PromptBuilder"
   ]
  },
  {
   "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:"
   ]
  },
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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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   "cell_type": "markdown",
   "id": "6d381c2c-a3ca-4bb8-b003-481d6aed5148",
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   "source": [
    "We then create an InMemoryDocumentStore document store, to store all the documents:"
   ]
  },
  {
   "cell_type": "code",
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   "id": "d8f3e6df-3efa-41c7-a096-11f90b4b9c44",
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   "outputs": [],
   "source": [
    "store = InMemoryDocumentStore()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "99700ae4-fd3f-4d16-ad7c-8cd746c9999d",
   "metadata": {},
   "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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   "outputs": [
    {
     "data": {
      "text/plain": [
       "10"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "store.write_documents(documents)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "beb6fb8f-eb34-421c-9ceb-32f8df00ec6b",
   "metadata": {},
   "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:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "702ce4e4-6a26-473f-9804-91136ddb60e7",
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   "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=3,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b5334ce5-48ff-4f09-804e-45bf96e8c2b2",
   "metadata": {},
   "source": [
    "Now that we have created the retrieval components, we move to the LLM usage."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "95f523e3-5699-49e5-96c3-be971b2d6003",
   "metadata": {},
   "source": [
    "Now, in order to use LlamaCPP, lets download a gguf model, optimal for llama cpp inference.\n",
    "If you already have the model, you can skip this step."
   ]
  },
  {
   "cell_type": "raw",
   "id": "ebd53c6b-d0c5-49b2-a28a-1b7ac7580c1c",
   "metadata": {},
   "source": [
    "!huggingface-cli download TheBloke/Marcoroni-7B-v3-GGUF marcoroni-7b-v3.Q4_K_M.gguf --local-dir ./models --local-dir-use-symlinks False"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f1713866-5fb0-430a-bf8d-e879c2dc9905",
   "metadata": {},
   "source": [
    "Next we use Haystack LlamaCPP integration and load the generator:"
   ]
  },
  {
   "cell_type": "raw",
   "id": "c5c48996-2216-4662-9661-5db735fbeb4a",
   "metadata": {},
   "source": [
    "!pip install llama-cpp-haystack"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5706b86d-4393-466e-a578-d773683bc626",
   "metadata": {},
   "outputs": [],
   "source": [
    "from haystack_integrations.components.generators.llama_cpp import LlamaCppGenerator"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1561d9c7-71b6-4a33-a9c5-e826c4007c3c",
   "metadata": {},
   "source": [
    "Create a prompt where the documents are inserted:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "b7b8b61e-56c7-404a-90cc-5486ba832f79",
   "metadata": {},
   "outputs": [],
   "source": [
    "prompt = \"\"\"\\\n",
    "Context:\n",
    "{% for doc in documents %}\n",
    "    {{ doc.content }}\n",
    "{% endfor %}\n",
    "Question: {{query}}\n",
    "Answer: \"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "0231db02-bb16-471a-87f4-cc5ad270c99c",
   "metadata": {},
   "outputs": [],
   "source": [
    "generator = LlamaCppGenerator(\n",
    "    model=\"models/marcoroni-7b-v3.Q4_K_M.gguf\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8523f316-386a-47c4-acf3-04153805406e",
   "metadata": {},
   "outputs": [],
   "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": 43,
   "id": "b42406b1-f660-4b0c-a620-9d32d44ea6d5",
   "metadata": {},
   "outputs": [],
   "source": [
    "pipe = Pipeline()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "1eb2ce99-d7ed-4f12-9111-018d4e23b106",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": []
     },
     "execution_count": 44,
     "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(\"llamacpp\", generator)\n",
    "\n",
    "pipe.connect(\"retriever\", \"reranker.documents\")\n",
    "pipe.connect(\"reranker\", \"prompt_builder.documents\")\n",
    "pipe.connect(\"prompt_builder\", \"llamacpp\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae3804a9-a067-4033-bded-3a76c7294be1",
   "metadata": {},
   "source": [
    "Finally, lets ask it a question."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "4568b884-ea53-41c7-8af0-45931863e7ce",
   "metadata": {},
   "outputs": [],
   "source": [
    "question = \"Who is the main villan in Lord of the Rings?\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "fee78831-f65c-4ba9-a819-f71ec988229a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Ranking by BM25...: 100%|██████████████████████████████████████████████████████████████████████| 10/10 [00:00<00:00, 11453.59 docs/s]\n",
      "\n",
      "llama_print_timings:        load time =   11416.06 ms\n",
      "llama_print_timings:      sample time =       0.47 ms /     5 runs   (    0.09 ms per token, 10548.52 tokens per second)\n",
      "llama_print_timings: prompt eval time =   11415.01 ms /   390 tokens (   29.27 ms per token,    34.17 tokens per second)\n",
      "llama_print_timings:        eval time =     202.14 ms /     4 runs   (   50.53 ms per token,    19.79 tokens per second)\n",
      "llama_print_timings:       total time =   11625.65 ms /   394 tokens\n"
     ]
    }
   ],
   "source": [
    "result = pipe.run(\n",
    "    {\n",
    "        \"retriever\": {\"query\": question},\n",
    "        \"reranker\": {\"query\": question},\n",
    "        \"prompt_builder\": {\"query\": question},\n",
    "        \"llamacpp\": {\"generation_kwargs\": { \n",
    "            \"temperature\": 0,\n",
    "            \"max_tokens\": 20}},\n",
    "    }\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "80506730-f8ce-449d-a384-6e26a7991b4e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Sauron\n"
     ]
    }
   ],
   "source": [
    "print(result[\"llamacpp\"][\"replies\"][0])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "fastrag",
   "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"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}