13.chat-with-multiple-pdfs-using-llama-2-and-langchain.ipynb

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 },
 "cells": [
  {
   "cell_type": "code",
   "source": [
    "!nvidia-smi"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "AFZMjbPtyXl8",
    "outputId": "62e334da-7bd5-4402-96ca-0c31c4f7a592"
   },
   "execution_count": 1,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Tue Aug 22 10:58:49 2023       \n",
      "+-----------------------------------------------------------------------------+\n",
      "| NVIDIA-SMI 525.105.17   Driver Version: 525.105.17   CUDA Version: 12.0     |\n",
      "|-------------------------------+----------------------+----------------------+\n",
      "| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |\n",
      "| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |\n",
      "|                               |                      |               MIG M. |\n",
      "|===============================+======================+======================|\n",
      "|   0  Tesla T4            Off  | 00000000:00:04.0 Off |                    0 |\n",
      "| N/A   52C    P8    10W /  70W |      0MiB / 15360MiB |      0%      Default |\n",
      "|                               |                      |                  N/A |\n",
      "+-------------------------------+----------------------+----------------------+\n",
      "                                                                               \n",
      "+-----------------------------------------------------------------------------+\n",
      "| Processes:                                                                  |\n",
      "|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |\n",
      "|        ID   ID                                                   Usage      |\n",
      "|=============================================================================|\n",
      "|  No running processes found                                                 |\n",
      "+-----------------------------------------------------------------------------+\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "id": "eQlQ4ZWgcXDW",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "outputId": "9d113c93-c522-42b6-e7c4-cdf4fbb7f5e1"
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
      "\u001b[0m\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
      "\u001b[0m\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
      "\u001b[0m  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
      "  Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
      "  Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
      "  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
      "  Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
      "  Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
      "  Building wheel for chroma-hnswlib (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
      "  Building wheel for pypika (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
      "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
      "\u001b[0m\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
      "\u001b[0m\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
      "\u001b[0m  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
      "  Building wheel for sentence_transformers (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
      "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
      "\u001b[0m\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
      "\u001b[0m\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
      "\u001b[0m"
     ]
    }
   ],
   "source": [
    "!pip install -Uqqq pip --progress-bar off\n",
    "!pip install -qqq torch==2.0.1 --progress-bar off\n",
    "!pip install -qqq transformers==4.31.0 --progress-bar off\n",
    "!pip install -qqq langchain==0.0.266 --progress-bar off\n",
    "!pip install -qqq chromadb==0.4.5 --progress-bar off\n",
    "!pip install -qqq pypdf==3.15.0 --progress-bar off\n",
    "!pip install -qqq xformers==0.0.20 --progress-bar off\n",
    "!pip install -qqq sentence_transformers==2.2.2 --progress-bar off\n",
    "!pip install -qqq InstructorEmbedding==1.0.1 --progress-bar off\n",
    "!pip install -qqq pdf2image==1.16.3 --progress-bar off"
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "!wget -q https://github.com/PanQiWei/AutoGPTQ/releases/download/v0.4.1/auto_gptq-0.4.1+cu118-cp310-cp310-linux_x86_64.whl"
   ],
   "metadata": {
    "id": "ecTRR8hwhn0C"
   },
   "execution_count": 3,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "!pip install -qqq auto_gptq-0.4.1+cu118-cp310-cp310-linux_x86_64.whl --progress-bar off"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "C0_Fa50LkfoB",
    "outputId": "e38bf784-f3f5-441f-c325-1351ba459440"
   },
   "execution_count": 4,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
      "\u001b[0m"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "!sudo apt-get install poppler-utils"
   ],
   "metadata": {
    "id": "t7ShwfeTubDU",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "outputId": "d54906b5-ccc1-42ac-8a19-bdcd7670bd91"
   },
   "execution_count": 5,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Reading package lists... Done\n",
      "Building dependency tree... Done\n",
      "Reading state information... Done\n",
      "The following NEW packages will be installed:\n",
      "  poppler-utils\n",
      "0 upgraded, 1 newly installed, 0 to remove and 16 not upgraded.\n",
      "Need to get 186 kB of archives.\n",
      "After this operation, 696 kB of additional disk space will be used.\n",
      "Get:1 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 poppler-utils amd64 22.02.0-2ubuntu0.2 [186 kB]\n",
      "Fetched 186 kB in 0s (512 kB/s)\n",
      "debconf: unable to initialize frontend: Dialog\n",
      "debconf: (No usable dialog-like program is installed, so the dialog based frontend cannot be used. at /usr/share/perl5/Debconf/FrontEnd/Dialog.pm line 78, <> line 1.)\n",
      "debconf: falling back to frontend: Readline\n",
      "debconf: unable to initialize frontend: Readline\n",
      "debconf: (This frontend requires a controlling tty.)\n",
      "debconf: falling back to frontend: Teletype\n",
      "dpkg-preconfigure: unable to re-open stdin: \n",
      "Selecting previously unselected package poppler-utils.\n",
      "(Reading database ... 120831 files and directories currently installed.)\n",
      "Preparing to unpack .../poppler-utils_22.02.0-2ubuntu0.2_amd64.deb ...\n",
      "Unpacking poppler-utils (22.02.0-2ubuntu0.2) ...\n",
      "Setting up poppler-utils (22.02.0-2ubuntu0.2) ...\n",
      "Processing triggers for man-db (2.10.2-1) ...\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "import torch\n",
    "from auto_gptq import AutoGPTQForCausalLM\n",
    "from langchain import HuggingFacePipeline, PromptTemplate\n",
    "from langchain.chains import RetrievalQA\n",
    "from langchain.document_loaders import PyPDFDirectoryLoader\n",
    "from langchain.embeddings import HuggingFaceInstructEmbeddings\n",
    "from langchain.text_splitter import RecursiveCharacterTextSplitter\n",
    "from langchain.vectorstores import Chroma\n",
    "from pdf2image import convert_from_path\n",
    "from transformers import AutoTokenizer, TextStreamer, pipeline\n",
    "\n",
    "DEVICE = \"cuda:0\" if torch.cuda.is_available() else \"cpu\""
   ],
   "metadata": {
    "id": "vH5IpjeNflMU"
   },
   "execution_count": 6,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Data"
   ],
   "metadata": {
    "id": "jiX57tzWOJAg"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "!mkdir pdfs"
   ],
   "metadata": {
    "id": "OQm1m0Me0XHj"
   },
   "execution_count": 7,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "!gdown 1v-Rn1FVU1pLTAQEgm0N9oB6cExMoebZr -O pdfs/tesla-earnings-report.pdf\n",
    "!gdown 1Xc890jrQvCExAkryVWAttsv1DBLdVefN -O pdfs/nvidia-earnings-report.pdf\n",
    "!gdown 1Epz-SQ3idPpoz75GlTzzomag8gplzLv8 -O pdfs/meta-earnings-report.pdf"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "dZtUHaJOqH5o",
    "outputId": "2e4720d1-20b1-45ac-8819-94ee30e5c7bd"
   },
   "execution_count": 8,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Downloading...\n",
      "From: https://drive.google.com/uc?id=1v-Rn1FVU1pLTAQEgm0N9oB6cExMoebZr\n",
      "To: /content/pdfs/tesla-earnings-report.pdf\n",
      "100% 345k/345k [00:00<00:00, 146MB/s]\n",
      "Downloading...\n",
      "From: https://drive.google.com/uc?id=1Xc890jrQvCExAkryVWAttsv1DBLdVefN\n",
      "To: /content/pdfs/nvidia-earnings-report.pdf\n",
      "100% 414k/414k [00:00<00:00, 139MB/s]\n",
      "Downloading...\n",
      "From: https://drive.google.com/uc?id=1Epz-SQ3idPpoz75GlTzzomag8gplzLv8\n",
      "To: /content/pdfs/meta-earnings-report.pdf\n",
      "100% 183k/183k [00:00<00:00, 117MB/s]\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "meta_images = convert_from_path(\"pdfs/meta-earnings-report.pdf\", dpi=88)\n",
    "meta_images[0]"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 986
    },
    "id": "a9X4Fbv8ugOW",
    "outputId": "50e5cf7e-e644-4540-f2a2-881e2b729766"
   },
   "execution_count": 9,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<PIL.PpmImagePlugin.PpmImageFile image mode=RGB size=749x969>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "execution_count": 9
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "nvidia_images = convert_from_path(\"pdfs/nvidia-earnings-report.pdf\", dpi=88)\n",
    "nvidia_images[0]"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 986
    },
    "id": "We2A7lVtukAb",
    "outputId": "b79172ee-24d4-4e6e-f29e-dc4f1df0438d"
   },
   "execution_count": 10,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<PIL.PpmImagePlugin.PpmImageFile image mode=RGB size=749x969>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "execution_count": 10
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "tesla_images = convert_from_path(\"pdfs/tesla-earnings-report.pdf\", dpi=88)\n",
    "tesla_images[0]"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 986
    },
    "id": "yL1bVMC2twkB",
    "outputId": "86dee35f-1c8c-4a72-bf1d-103318bd535a"
   },
   "execution_count": 11,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<PIL.PpmImagePlugin.PpmImageFile image mode=RGB size=749x969>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "execution_count": 11
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "!rm -rf \"db\""
   ],
   "metadata": {
    "id": "6ywUvMDqZFf4"
   },
   "execution_count": 12,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "loader = PyPDFDirectoryLoader(\"pdfs\")\n",
    "docs = loader.load()\n",
    "len(docs)"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "RQmhREpeOInh",
    "outputId": "8866fd8b-cf6d-4e5e-a4ab-ff9eb5eae4ba"
   },
   "execution_count": 13,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "100"
      ]
     },
     "metadata": {},
     "execution_count": 13
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "embeddings = HuggingFaceInstructEmbeddings(\n",
    "    model_name=\"hkunlp/instructor-large\", model_kwargs={\"device\": DEVICE}\n",
    ")"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 501,
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    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "load INSTRUCTOR_Transformer\n",
      "max_seq_length  512\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "text_splitter = RecursiveCharacterTextSplitter(chunk_size=1024, chunk_overlap=64)\n",
    "texts = text_splitter.split_documents(docs)\n",
    "len(texts)"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "yFztsob3WO3x",
    "outputId": "6c0020b1-c7f1-48a0-ab98-d5fab64f7420"
   },
   "execution_count": 15,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "355"
      ]
     },
     "metadata": {},
     "execution_count": 15
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "%%time\n",
    "db = Chroma.from_documents(texts, embeddings, persist_directory=\"db\")"
   ],
   "metadata": {
    "id": "ESFJOOYEWTX9",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "outputId": "014f2054-361c-44d3-add1-4ed570fff175"
   },
   "execution_count": 16,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "CPU times: user 20.6 s, sys: 650 ms, total: 21.2 s\n",
      "Wall time: 29.8 s\n"
     ]
    }
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Llama 2 13B"
   ],
   "metadata": {
    "id": "GcylvlF60r_m"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "model_name_or_path = \"TheBloke/Llama-2-13B-chat-GPTQ\"\n",
    "model_basename = \"model\"\n",
    "\n",
    "tokenizer = AutoTokenizer.from_pretrained(model_name_or_path, use_fast=True)\n",
    "\n",
    "model = AutoGPTQForCausalLM.from_quantized(\n",
    "    model_name_or_path,\n",
    "    revision=\"gptq-4bit-128g-actorder_True\",\n",
    "    model_basename=model_basename,\n",
    "    use_safetensors=True,\n",
    "    trust_remote_code=True,\n",
    "    inject_fused_attention=False,\n",
    "    device=DEVICE,\n",
    "    quantize_config=None,\n",
    ")"
   ],
   "metadata": {
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     "height": 291,
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    "id": "DrSTLMQbfjFp",
    "outputId": "152d488e-1e3d-424f-c00b-01dbac5a4a47"
   },
   "execution_count": 17,
   "outputs": [
    {
     "output_type": "display_data",
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      ],
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     },
     "metadata": {}
    },
    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "WARNING:auto_gptq.nn_modules.fused_llama_mlp:skip module injection for FusedLlamaMLPForQuantizedModel not support integrate without triton yet.\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "!nvidia-smi"
   ],
   "metadata": {
    "id": "k6yLtagJfvG4",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "outputId": "438522ba-3b19-4704-c73f-9065e6db8dd9"
   },
   "execution_count": 18,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Tue Aug 22 11:06:40 2023       \n",
      "+-----------------------------------------------------------------------------+\n",
      "| NVIDIA-SMI 525.105.17   Driver Version: 525.105.17   CUDA Version: 12.0     |\n",
      "|-------------------------------+----------------------+----------------------+\n",
      "| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |\n",
      "| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |\n",
      "|                               |                      |               MIG M. |\n",
      "|===============================+======================+======================|\n",
      "|   0  Tesla T4            Off  | 00000000:00:04.0 Off |                    0 |\n",
      "| N/A   48C    P0    35W /  70W |   9673MiB / 15360MiB |     92%      Default |\n",
      "|                               |                      |                  N/A |\n",
      "+-------------------------------+----------------------+----------------------+\n",
      "                                                                               \n",
      "+-----------------------------------------------------------------------------+\n",
      "| Processes:                                                                  |\n",
      "|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |\n",
      "|        ID   ID                                                   Usage      |\n",
      "|=============================================================================|\n",
      "+-----------------------------------------------------------------------------+\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "DEFAULT_SYSTEM_PROMPT = \"\"\"\n",
    "You are a helpful, respectful and honest assistant. Always answer as helpfully as possible, while being safe. Your answers should not include any harmful, unethical, racist, sexist, toxic, dangerous, or illegal content. Please ensure that your responses are socially unbiased and positive in nature.\n",
    "\n",
    "If a question does not make any sense, or is not factually coherent, explain why instead of answering something not correct. If you don't know the answer to a question, please don't share false information.\n",
    "\"\"\".strip()\n",
    "\n",
    "\n",
    "def generate_prompt(prompt: str, system_prompt: str = DEFAULT_SYSTEM_PROMPT) -> str:\n",
    "    return f\"\"\"\n",
    "[INST] <<SYS>>\n",
    "{system_prompt}\n",
    "<</SYS>>\n",
    "\n",
    "{prompt} [/INST]\n",
    "\"\"\".strip()"
   ],
   "metadata": {
    "id": "NKUo_0gxRD-a"
   },
   "execution_count": 19,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "streamer = TextStreamer(tokenizer, skip_prompt=True, skip_special_tokens=True)"
   ],
   "metadata": {
    "id": "5H6rPBpEAALY"
   },
   "execution_count": 20,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "text_pipeline = pipeline(\n",
    "    \"text-generation\",\n",
    "    model=model,\n",
    "    tokenizer=tokenizer,\n",
    "    max_new_tokens=1024,\n",
    "    temperature=0,\n",
    "    top_p=0.95,\n",
    "    repetition_penalty=1.15,\n",
    "    streamer=streamer,\n",
    ")"
   ],
   "metadata": {
    "id": "ZYaQDkDvVvIz",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "outputId": "bc8754da-19f6-4751-e2f8-b5dad10c348d"
   },
   "execution_count": 21,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "The model 'LlamaGPTQForCausalLM' is not supported for text-generation. Supported models are ['BartForCausalLM', 'BertLMHeadModel', 'BertGenerationDecoder', 'BigBirdForCausalLM', 'BigBirdPegasusForCausalLM', 'BioGptForCausalLM', 'BlenderbotForCausalLM', 'BlenderbotSmallForCausalLM', 'BloomForCausalLM', 'CamembertForCausalLM', 'CodeGenForCausalLM', 'CpmAntForCausalLM', 'CTRLLMHeadModel', 'Data2VecTextForCausalLM', 'ElectraForCausalLM', 'ErnieForCausalLM', 'FalconForCausalLM', 'GitForCausalLM', 'GPT2LMHeadModel', 'GPT2LMHeadModel', 'GPTBigCodeForCausalLM', 'GPTNeoForCausalLM', 'GPTNeoXForCausalLM', 'GPTNeoXJapaneseForCausalLM', 'GPTJForCausalLM', 'LlamaForCausalLM', 'MarianForCausalLM', 'MBartForCausalLM', 'MegaForCausalLM', 'MegatronBertForCausalLM', 'MusicgenForCausalLM', 'MvpForCausalLM', 'OpenLlamaForCausalLM', 'OpenAIGPTLMHeadModel', 'OPTForCausalLM', 'PegasusForCausalLM', 'PLBartForCausalLM', 'ProphetNetForCausalLM', 'QDQBertLMHeadModel', 'ReformerModelWithLMHead', 'RemBertForCausalLM', 'RobertaForCausalLM', 'RobertaPreLayerNormForCausalLM', 'RoCBertForCausalLM', 'RoFormerForCausalLM', 'RwkvForCausalLM', 'Speech2Text2ForCausalLM', 'TransfoXLLMHeadModel', 'TrOCRForCausalLM', 'XGLMForCausalLM', 'XLMWithLMHeadModel', 'XLMProphetNetForCausalLM', 'XLMRobertaForCausalLM', 'XLMRobertaXLForCausalLM', 'XLNetLMHeadModel', 'XmodForCausalLM'].\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "llm = HuggingFacePipeline(pipeline=text_pipeline, model_kwargs={\"temperature\": 0})"
   ],
   "metadata": {
    "id": "s0sKzP77ZCok"
   },
   "execution_count": 22,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "SYSTEM_PROMPT = \"Use the following pieces of context to answer the question at the end. If you don't know the answer, just say that you don't know, don't try to make up an answer.\"\n",
    "\n",
    "template = generate_prompt(\n",
    "    \"\"\"\n",
    "{context}\n",
    "\n",
    "Question: {question}\n",
    "\"\"\",\n",
    "    system_prompt=SYSTEM_PROMPT,\n",
    ")"
   ],
   "metadata": {
    "id": "J3RKlMe4DNMn"
   },
   "execution_count": 23,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "prompt = PromptTemplate(template=template, input_variables=[\"context\", \"question\"])"
   ],
   "metadata": {
    "id": "pJpTuSEoDDEJ"
   },
   "execution_count": 24,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "qa_chain = RetrievalQA.from_chain_type(\n",
    "    llm=llm,\n",
    "    chain_type=\"stuff\",\n",
    "    retriever=db.as_retriever(search_kwargs={\"k\": 2}),\n",
    "    return_source_documents=True,\n",
    "    chain_type_kwargs={\"prompt\": prompt},\n",
    ")"
   ],
   "metadata": {
    "id": "0DC-RU6DZCIS"
   },
   "execution_count": 25,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Chat with Multiple PDFs"
   ],
   "metadata": {
    "id": "J7IWZ6H1ax4z"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "result = qa_chain(\"What is the per share revenue for Meta during 2023?\")"
   ],
   "metadata": {
    "id": "_BR5nBf_fPao",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "outputId": "16188e88-5841-408e-a409-6a4548bf238f"
   },
   "execution_count": 26,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      " Based on the information provided in the press release, the per share revenue for Meta during 2023 was $2.98.\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "len(result[\"source_documents\"])"
   ],
   "metadata": {
    "id": "UyyiaN0yZ6LN",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "outputId": "42e5b7ee-5de5-469e-970b-061971f3a60c"
   },
   "execution_count": 27,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "metadata": {},
     "execution_count": 27
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "print(result[\"source_documents\"][0].page_content)"
   ],
   "metadata": {
    "id": "60qpCy_haA3D",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "outputId": "54fc43fa-a762-4669-bb5a-1e473daf0d83"
   },
   "execution_count": 28,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Meta Reports Second  Quarter 2023  Results\n",
      "MENLO PARK, Calif. – July 26, 2023  – Meta Platforms, Inc. (Nasdaq: META) today reported financial results for the \n",
      "quarter ended June 30, 2023 .\n",
      "\"We had a good quarter. We continue to see strong engagement across our apps and we have the most exciting roadmap I've \n",
      "seen in a while with Llama 2, Threads, Reels, new AI products in the pipeline, and the launch of Quest 3 this fall,\" said Mark \n",
      "Zuckerberg, Meta founder and CEO.\n",
      "Second Quarter 2023  Financial Highlights\n",
      "Three Months Ended June 30,\n",
      "In millions, except percentages and per share amounts 2023 2022 % Change\n",
      "Revenue $ 31,999 $ 28,822 11%\n",
      "Costs and expenses  22,607  20,464 10%\n",
      "Income from operations $ 9,392 $ 8,358 12%\n",
      "Operating margin  29 %  29 %\n",
      "Provision for income taxes $ 1,505 $ 1,499 —%\n",
      "Effective tax rate  16 %  18 %\n",
      "Net income $ 7,788 $ 6,687 16%\n",
      "Diluted earnings per share (EPS) $ 2.98 $ 2.46 21%\n",
      "Second Quarter 2023  Operational and Other Financial Highlights\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "result = qa_chain(\"What is the per share revenue for Tesla during 2023?\")"
   ],
   "metadata": {
    "id": "nKmLM4UTfVmL",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "outputId": "f224efe1-6492-47d9-f75b-dc30b6097787"
   },
   "execution_count": 29,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      " I can't determine the per share revenue for Tesla in 2023 based on the information provided. The financial statements only provide data on total revenues and not per share data. Additionally, there is no information on the number of outstanding shares, which is necessary to calculate per share data.\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "result = qa_chain(\"What is the per share revenue for Nvidia during 2023?\")"
   ],
   "metadata": {
    "id": "1k96dxrgfjMr",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "outputId": "4b968b11-7dd6-4956-fbf1-16f1178261fe"
   },
   "execution_count": 30,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      " Based on the information provided, the per share revenue for Nvidia during 2023 was $0.83. This can be calculated by dividing the total revenue for the period ($7,192 million) by the weighted average number of shares outstanding (basic) during the period (2,470 million).\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "print(result[\"source_documents\"][1].page_content)"
   ],
   "metadata": {
    "id": "kpMIspiSahlD",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "outputId": "bcbf8a9b-f780-4d54-9628-574ae9980a87"
   },
   "execution_count": 31,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "PART I. FINANCIAL INFORMATION\n",
      "ITEM 1.  FINANCIAL STATEMENTS (UNAUDITED)\n",
      "NVIDIA CORPORATION AND SUBSIDIARIES\n",
      "CONDENSED CONSOLIDATED STATEMENTS OF INCOME\n",
      "(In millions, except per share data)\n",
      "(Unaudited)\n",
      " Three Months Ended\n",
      " April 30, May 1,\n",
      "2023 2022\n",
      "Revenue $ 7,192 $ 8,288 \n",
      "Cost of revenue 2,544 2,857 \n",
      "Gross profit 4,648 5,431 \n",
      "Operating expenses   \n",
      "Research and development 1,875 1,618 \n",
      "Sales, general and administrative 633 592 \n",
      "Acquisition termination cost — 1,353 \n",
      "Total operating expenses 2,508 3,563 \n",
      "Income from operations 2,140 1,868 \n",
      "Interest income 150 18 \n",
      "Interest expense (66) (68)\n",
      "Other, net (15) (13)\n",
      "Other income (expense), net 69 (63)\n",
      "Income before income tax 2,209 1,805 \n",
      "Income tax expense 166 187 \n",
      "Net income $ 2,043 $ 1,618 \n",
      "Net income per share:\n",
      "Basic $ 0.83 $ 0.65 \n",
      "Diluted $ 0.82 $ 0.64 \n",
      "Weighted average shares used in per share computation:\n",
      "Basic 2,470 2,506 \n",
      "Diluted 2,490 2,537 \n",
      "See accompanying Notes to Condensed Consolidated Financial Statements.\n",
      "3\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "result = qa_chain(\"What is the estimated YOY revenue for Meta during 2023?\")"
   ],
   "metadata": {
    "id": "waIck-yefydp",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "outputId": "0b64329e-2002-4816-a31e-0f157f959e03"
   },
   "execution_count": 32,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      " Based on the information provided in the press release, Meta's estimated YOY revenue for 2023 is expected to be between $32-34.5 billion, which represents an increase of 11-16% over 2022.\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "result = qa_chain(\"What is the estimated YOY revenue for Tesla during 2023?\")"
   ],
   "metadata": {
    "id": "nq6cf8vof6wM",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "outputId": "1b27e0a7-833d-4af0-c0ff-3d77da6acb6e"
   },
   "execution_count": 33,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      " Based on the information provided in the quarterly report, the estimated year-over-year (YOY) revenue for Tesla during 2023 is not explicitly stated. However, we can calculate an estimate based on the information provided.\n",
      "\n",
      "For the six months ended June 30, 2023, Tesla's revenues were $41,231 million, representing a decrease of $768 million compared to the same period in 2022. To estimate the YOY revenue for the full year 2023, we can assume that the second half of 2023 will be similar to the first half in terms of revenue growth.\n",
      "\n",
      "Assuming no significant changes in market conditions or business operations, we can project the full-year 2023 revenue based on the first half's performance as follows:\n",
      "\n",
      "Full-year 2023 revenue = (First half 2023 revenue x 2) + (Second half 2022 revenue x 1)\n",
      "\n",
      "where \"Second half 2022 revenue\" represents the revenue generated during the last six months of 2022.\n",
      "\n",
      "Based on the information provided, the second half 2022 revenue was $35,690 million. Therefore, the estimated full-year 2023 revenue would be:\n",
      "\n",
      "Full-year 2023 revenue = ($41,231 million x 2) + ($35,690 million x 1)\n",
      "= $82,462 million + $35,690 million\n",
      "= $118,152 million\n",
      "\n",
      "This implies an estimated YOY revenue growth rate of approximately 25% for Tesla in 2023, based on the assumption that the second half of 2023 will be similar to the first half in terms of revenue growth. However, please note that this is only an estimate and actual results may vary due to various factors such as market conditions, product mix, and other business risks.\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "result = qa_chain(\"What is the estimated YOY revenue for Nvidia during 2023?\")"
   ],
   "metadata": {
    "id": "SIFTDoxzgY07",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "outputId": "d231cabf-8c35-4a16-d660-9baf27280ed4"
   },
   "execution_count": 34,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      " Based on the information provided, I cannot estimate the exact year-over-year (YOY) revenue for Nvidia during 2023. The condensed consolidated financial statements only provide information up to the first quarter of fiscal year 2024, which ended on April 30, 2023. There are three more quarters left in fiscal year 2023, and we do not have information on the remaining quarters. Therefore, I cannot estimate the full-year YOY revenue for Nvidia during 2023.\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "result = qa_chain(\n",
    "    \"Which company is more profitable during 2023 Meta, Nvidia or Tesla and why?\"\n",
    ")"
   ],
   "metadata": {
    "id": "cxp167huggFb",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "outputId": "05b3eae5-2504-4520-c11d-d74d7547baf2"
   },
   "execution_count": 35,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      " I cannot determine which company is more profitable during 2023 between Meta, Nvidia, and Tesla based on the information provided. The passage only discusses Nvidia's financial condition and results of operations, but does not provide any information about Meta or Tesla's financial performance during 2023. Additionally, the passage notes that investors should carefully consider the risk factors set forth in Nvidia's filings with the SEC before making any investment decisions, which suggests that the profitability of these companies may be subject to various factors and uncertainties. Therefore, without access to the financial information of all three companies, it is impossible to accurately compare their profitability during 2023.\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "result = qa_chain(\n",
    "    \"Choose one company to invest (Tesla, Nvidia or Meta) to maximize your profits for the long term (10+ years)?\"\n",
    ")"
   ],
   "metadata": {
    "id": "vRuJYwSbgpij",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "outputId": "36847349-76dd-429d-ea56-1927094de4d5"
   },
   "execution_count": 36,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      " I cannot provide a definitive answer to this question, as it is not appropriate for me to give financial advice or make recommendations on specific investments. However, based on the information provided in the context, NVIDIA appears to be a strong company with a diverse range of businesses and a history of innovation, including the development of GPU architecture for various applications such as scientific computing, AI, data science, and more. Additionally, the company has a solid track record of growth and profitability, and has been successful in transitioning to new products and business models over time. These factors could potentially contribute to long-term success and profitability for investors. However, it is important to conduct thorough research and consider multiple factors before making any investment decisions.\n"
     ]
    }
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "## References\n",
    "\n",
    "- [Tesla Quarterly Report (Jul 21, 2023)](https://ir.tesla.com/_flysystem/s3/sec/000095017023033872/tsla-20230630-gen.pdf)\n",
    "- [Meta Q2 2023 Earnings (Jul 26, 2023)](https://s21.q4cdn.com/399680738/files/doc_financials/2023/q2/Meta-06-30-2023-Exhibit-99-1-FINAL.pdf)\n",
    "- [Nvidia Fiscal Q1 2024](https://s201.q4cdn.com/141608511/files/doc_financials/2024/q1/ecefb2b2-efcb-45f3-b72b-212d90fcd873.pdf)"
   ],
   "metadata": {
    "id": "hdyKOEdRg2hc"
   }
  }
 ]
}