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1180 lines
55 KiB
Plaintext
1180 lines
55 KiB
Plaintext
1 year ago
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{
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"cells": [
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"attachments": {},
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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1 year ago
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"# Use LangChain, GPT and Activeloop's Deep Lake to work with code base\n",
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"In this tutorial, we are going to use Langchain + Activeloop's Deep Lake with GPT to analyze the code base of the LangChain itself. "
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]
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},
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Design"
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]
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},
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{
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"attachments": {},
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"1. Prepare data:\n",
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" 1. Upload all python project files using the `langchain.document_loaders.TextLoader`. We will call these files the **documents**.\n",
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" 2. Split all documents to chunks using the `langchain.text_splitter.CharacterTextSplitter`.\n",
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" 3. Embed chunks and upload them into the DeepLake using `langchain.embeddings.openai.OpenAIEmbeddings` and `langchain.vectorstores.DeepLake`\n",
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"2. Question-Answering:\n",
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" 1. Build a chain from `langchain.chat_models.ChatOpenAI` and `langchain.chains.ConversationalRetrievalChain`\n",
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" 2. Prepare questions.\n",
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" 3. Get answers running the chain.\n"
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]
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},
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{
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"attachments": {},
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Implementation"
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]
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},
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{
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"attachments": {},
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"cell_type": "markdown",
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"metadata": {
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"tags": []
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},
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"source": [
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"### Integration preparations"
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]
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},
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{
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"attachments": {},
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"We need to set up keys for external services and install necessary python libraries."
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]
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},
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{
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"cell_type": "code",
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1 year ago
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"execution_count": null,
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"metadata": {
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"tags": []
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},
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"outputs": [],
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"source": [
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"#!python3 -m pip install --upgrade langchain deeplake openai"
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]
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},
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{
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"attachments": {},
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1 year ago
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Set up OpenAI embeddings, Deep Lake multi-modal vector store api and authenticate. \n",
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"\n",
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"For full documentation of Deep Lake please follow https://docs.activeloop.ai/ and API reference https://docs.deeplake.ai/en/latest/"
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]
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},
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{
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"cell_type": "code",
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1 year ago
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"execution_count": 1,
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"metadata": {
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"tags": []
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},
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"outputs": [],
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1 year ago
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"source": [
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"import os\n",
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"from getpass import getpass\n",
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"\n",
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"os.environ[\"OPENAI_API_KEY\"] = getpass()\n",
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1 year ago
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"# Please manually enter OpenAI Key"
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]
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},
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{
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"attachments": {},
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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1 year ago
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"Authenticate into Deep Lake if you want to create your own dataset and publish it. You can get an API key from the platform at [app.activeloop.ai](https://app.activeloop.ai)"
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1 year ago
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]
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},
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{
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"cell_type": "code",
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1 year ago
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"execution_count": 2,
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1 year ago
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"metadata": {
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"tags": []
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},
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"outputs": [],
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"source": [
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"activeloop_token = getpass(\"Activeloop Token:\")\n",
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"os.environ[\"ACTIVELOOP_TOKEN\"] = activeloop_token"
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1 year ago
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]
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},
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{
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"attachments": {},
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1 year ago
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Prepare data "
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]
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},
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{
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"attachments": {},
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Load all repository files. Here we assume this notebook is downloaded as the part of the langchain fork and we work with the python files of the `langchain` repo.\n",
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"\n",
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"If you want to use files from different repo, change `root_dir` to the root dir of your repo."
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]
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},
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{
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"cell_type": "code",
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1 year ago
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"execution_count": 10,
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1 year ago
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"metadata": {},
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1 year ago
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"CITATION.cff MIGRATE.md README.md libs\t poetry.toml\n",
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"LICENSE Makefile\t docs\t poetry.lock pyproject.toml\n"
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]
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}
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],
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1 year ago
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"source": [
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1 year ago
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"!ls \"../../../../../../libs\""
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1 year ago
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]
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},
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{
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"cell_type": "code",
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1 year ago
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"execution_count": 11,
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1 year ago
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"metadata": {
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"tags": []
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},
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1 year ago
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"2554\n"
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]
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}
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],
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1 year ago
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"source": [
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"from langchain.document_loaders import TextLoader\n",
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"\n",
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1 year ago
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"root_dir = \"../../../../../../libs\"\n",
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1 year ago
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"\n",
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"docs = []\n",
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"for dirpath, dirnames, filenames in os.walk(root_dir):\n",
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" for file in filenames:\n",
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1 year ago
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" if file.endswith(\".py\") and \"*venv/\" not in dirpath:\n",
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1 year ago
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" try:\n",
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" loader = TextLoader(os.path.join(dirpath, file), encoding=\"utf-8\")\n",
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1 year ago
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" docs.extend(loader.load_and_split())\n",
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1 year ago
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" except Exception as e:\n",
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" pass\n",
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1 year ago
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"print(f\"{len(docs)}\")"
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1 year ago
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]
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},
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{
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"attachments": {},
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1 year ago
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Then, chunk the files"
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]
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},
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{
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"cell_type": "code",
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1 year ago
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"execution_count": 12,
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1 year ago
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"metadata": {
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"tags": []
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},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
||
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
||
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|
||
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|
||
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|
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|
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|
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|
||
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|
||
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|
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|
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|
||
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|
||
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|
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|
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|
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|
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
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|
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|
||
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|
||
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|
||
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|
||
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|
||
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"Created a chunk of size 1794, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 2162, which is longer than the specified 1000\n",
|
||
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|
||
|
"Created a chunk of size 1083, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1018, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1751, which is longer than the specified 1000\n",
|
||
|
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|
||
|
"Created a chunk of size 1025, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1489, which is longer than the specified 1000\n",
|
||
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"Created a chunk of size 1481, which is longer than the specified 1000\n",
|
||
|
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|
||
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"Created a chunk of size 1497, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1505, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1282, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1224, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1261, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1123, which is longer than the specified 1000\n",
|
||
|
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|
||
|
"Created a chunk of size 2183, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1039, which is longer than the specified 1000\n",
|
||
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"Created a chunk of size 1135, which is longer than the specified 1000\n",
|
||
|
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|
||
|
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|
||
|
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|
||
|
"Created a chunk of size 1135, which is longer than the specified 1000\n",
|
||
|
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|
||
|
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|
||
|
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|
||
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|
||
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|
||
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|
||
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"Created a chunk of size 1330, which is longer than the specified 1000\n",
|
||
|
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|
||
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|
||
|
"Created a chunk of size 1621, which is longer than the specified 1000\n",
|
||
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|
||
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"Created a chunk of size 1824, which is longer than the specified 1000\n",
|
||
|
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|
||
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"Created a chunk of size 1457, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1486, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1556, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1012, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1484, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1039, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1335, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1684, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1537, which is longer than the specified 1000\n",
|
||
|
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|
||
|
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|
||
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|
||
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|
||
|
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|
||
|
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|
||
|
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|
||
|
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|
||
|
"Created a chunk of size 2702, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1237, which is longer than the specified 1000\n",
|
||
|
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|
||
|
"Created a chunk of size 1517, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1589, which is longer than the specified 1000\n",
|
||
|
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|
||
|
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|
||
|
"Created a chunk of size 1505, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1228, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1801, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1856, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 2171, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 2450, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1110, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1148, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1050, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1014, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1458, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1270, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1287, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1127, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1576, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1350, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 2283, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 2211, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1167, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1038, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1117, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1160, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1163, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1013, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1226, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1336, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1012, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 2833, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1201, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1172, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1438, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1259, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1452, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1377, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1001, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1240, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1142, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1338, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1057, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1040, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1579, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1176, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1081, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1751, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1064, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1029, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1937, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1972, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1417, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1203, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1314, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1088, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1455, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1467, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1476, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1354, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1403, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1366, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1112, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1512, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1262, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1405, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 2221, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1128, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1021, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1532, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1535, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1230, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 2456, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1047, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1320, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1144, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1509, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1003, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1025, which is longer than the specified 1000\n",
|
||
|
"Created a chunk of size 1197, which is longer than the specified 1000\n"
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"name": "stdout",
|
||
|
"output_type": "stream",
|
||
|
"text": [
|
||
|
"8244\n"
|
||
|
]
|
||
|
}
|
||
|
],
|
||
1 year ago
|
"source": [
|
||
|
"from langchain.text_splitter import CharacterTextSplitter\n",
|
||
|
"\n",
|
||
|
"text_splitter = CharacterTextSplitter(chunk_size=1000, chunk_overlap=0)\n",
|
||
|
"texts = text_splitter.split_documents(docs)\n",
|
||
|
"print(f\"{len(texts)}\")"
|
||
|
]
|
||
|
},
|
||
|
{
|
||
1 year ago
|
"attachments": {},
|
||
1 year ago
|
"cell_type": "markdown",
|
||
|
"metadata": {},
|
||
|
"source": [
|
||
|
"Then embed chunks and upload them to the DeepLake.\n",
|
||
|
"\n",
|
||
|
"This can take several minutes. "
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"cell_type": "code",
|
||
1 year ago
|
"execution_count": 13,
|
||
1 year ago
|
"metadata": {
|
||
|
"tags": []
|
||
|
},
|
||
1 year ago
|
"outputs": [
|
||
|
{
|
||
|
"data": {
|
||
|
"text/plain": [
|
||
|
"OpenAIEmbeddings(client=<class 'openai.api_resources.embedding.Embedding'>, model='text-embedding-ada-002', deployment='text-embedding-ada-002', openai_api_version='', openai_api_base='', openai_api_type='', openai_proxy='', embedding_ctx_length=8191, openai_api_key='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', openai_organization='', allowed_special=set(), disallowed_special='all', chunk_size=1000, max_retries=6, request_timeout=None, headers=None, tiktoken_model_name=None, show_progress_bar=False, model_kwargs={})"
|
||
|
]
|
||
|
},
|
||
|
"execution_count": 13,
|
||
|
"metadata": {},
|
||
|
"output_type": "execute_result"
|
||
|
}
|
||
|
],
|
||
1 year ago
|
"source": [
|
||
|
"from langchain.embeddings.openai import OpenAIEmbeddings\n",
|
||
|
"\n",
|
||
|
"embeddings = OpenAIEmbeddings()\n",
|
||
|
"embeddings"
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"cell_type": "code",
|
||
1 year ago
|
"execution_count": 15,
|
||
1 year ago
|
"metadata": {
|
||
|
"tags": []
|
||
|
},
|
||
1 year ago
|
"outputs": [
|
||
|
{
|
||
|
"name": "stdout",
|
||
|
"output_type": "stream",
|
||
|
"text": [
|
||
|
"Your Deep Lake dataset has been successfully created!\n"
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"name": "stderr",
|
||
|
"output_type": "stream",
|
||
|
"text": [
|
||
|
" \r"
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"name": "stdout",
|
||
|
"output_type": "stream",
|
||
|
"text": [
|
||
|
"Dataset(path='hub://adilkhan/langchain-code', tensors=['embedding', 'id', 'metadata', 'text'])\n",
|
||
|
"\n",
|
||
|
" tensor htype shape dtype compression\n",
|
||
|
" ------- ------- ------- ------- ------- \n",
|
||
|
" embedding embedding (8244, 1536) float32 None \n",
|
||
|
" id text (8244, 1) str None \n",
|
||
|
" metadata json (8244, 1) str None \n",
|
||
|
" text text (8244, 1) str None \n"
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"name": "stderr",
|
||
|
"output_type": "stream",
|
||
|
"text": []
|
||
|
},
|
||
|
{
|
||
|
"data": {
|
||
|
"text/plain": [
|
||
|
"<langchain.vectorstores.deeplake.DeepLake at 0x7fe1b67d7a30>"
|
||
|
]
|
||
|
},
|
||
|
"execution_count": 15,
|
||
|
"metadata": {},
|
||
|
"output_type": "execute_result"
|
||
|
}
|
||
|
],
|
||
1 year ago
|
"source": [
|
||
|
"from langchain.vectorstores import DeepLake\n",
|
||
|
"\n",
|
||
1 year ago
|
"\n",
|
||
|
"username = \"<USERNAME_OR_ORG>\"\n",
|
||
|
"\n",
|
||
|
"\n",
|
||
1 year ago
|
"db = DeepLake.from_documents(\n",
|
||
1 year ago
|
" texts, embeddings, dataset_path=f\"hub://{username}/langchain-code\", overwrite=True\n",
|
||
1 year ago
|
")\n",
|
||
1 year ago
|
"db"
|
||
|
]
|
||
|
},
|
||
1 year ago
|
{
|
||
|
"attachments": {},
|
||
|
"cell_type": "markdown",
|
||
|
"metadata": {},
|
||
|
"source": [
|
||
|
"`Optional`: You can also use Deep Lake's Managed Tensor Database as a hosting service and run queries there. In order to do so, it is necessary to specify the runtime parameter as {'tensor_db': True} during the creation of the vector store. This configuration enables the execution of queries on the Managed Tensor Database, rather than on the client side. It should be noted that this functionality is not applicable to datasets stored locally or in-memory. In the event that a vector store has already been created outside of the Managed Tensor Database, it is possible to transfer it to the Managed Tensor Database by following the prescribed steps."
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"cell_type": "code",
|
||
1 year ago
|
"execution_count": 16,
|
||
1 year ago
|
"metadata": {},
|
||
|
"outputs": [],
|
||
|
"source": [
|
||
|
"# from langchain.vectorstores import DeepLake\n",
|
||
|
"\n",
|
||
|
"# db = DeepLake.from_documents(\n",
|
||
|
"# texts, embeddings, dataset_path=f\"hub://{<org_id>}/langchain-code\", runtime={\"tensor_db\": True}\n",
|
||
|
"# )\n",
|
||
|
"# db"
|
||
|
]
|
||
|
},
|
||
1 year ago
|
{
|
||
1 year ago
|
"attachments": {},
|
||
1 year ago
|
"cell_type": "markdown",
|
||
|
"metadata": {},
|
||
|
"source": [
|
||
|
"### Question Answering\n",
|
||
|
"First load the dataset, construct the retriever, then construct the Conversational Chain"
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"cell_type": "code",
|
||
1 year ago
|
"execution_count": 17,
|
||
1 year ago
|
"metadata": {
|
||
|
"tags": []
|
||
|
},
|
||
1 year ago
|
"outputs": [
|
||
|
{
|
||
|
"name": "stdout",
|
||
|
"output_type": "stream",
|
||
|
"text": [
|
||
|
"Deep Lake Dataset in hub://adilkhan/langchain-code already exists, loading from the storage\n"
|
||
|
]
|
||
|
}
|
||
|
],
|
||
1 year ago
|
"source": [
|
||
1 year ago
|
"db = DeepLake(\n",
|
||
1 year ago
|
" dataset_path=f\"hub://{username}/langchain-code\",\n",
|
||
1 year ago
|
" read_only=True,\n",
|
||
1 year ago
|
" embedding=embeddings,\n",
|
||
1 year ago
|
")"
|
||
1 year ago
|
]
|
||
|
},
|
||
|
{
|
||
|
"cell_type": "code",
|
||
1 year ago
|
"execution_count": 18,
|
||
1 year ago
|
"metadata": {
|
||
|
"tags": []
|
||
|
},
|
||
|
"outputs": [],
|
||
|
"source": [
|
||
|
"retriever = db.as_retriever()\n",
|
||
1 year ago
|
"retriever.search_kwargs[\"distance_metric\"] = \"cos\"\n",
|
||
|
"retriever.search_kwargs[\"fetch_k\"] = 20\n",
|
||
|
"retriever.search_kwargs[\"maximal_marginal_relevance\"] = True\n",
|
||
|
"retriever.search_kwargs[\"k\"] = 20"
|
||
1 year ago
|
]
|
||
|
},
|
||
|
{
|
||
1 year ago
|
"attachments": {},
|
||
1 year ago
|
"cell_type": "markdown",
|
||
|
"metadata": {},
|
||
|
"source": [
|
||
|
"You can also specify user defined functions using [Deep Lake filters](https://docs.deeplake.ai/en/latest/deeplake.core.dataset.html#deeplake.core.dataset.Dataset.filter)"
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"cell_type": "code",
|
||
1 year ago
|
"execution_count": 19,
|
||
1 year ago
|
"metadata": {
|
||
|
"tags": []
|
||
|
},
|
||
|
"outputs": [],
|
||
|
"source": [
|
||
|
"def filter(x):\n",
|
||
|
" # filter based on source code\n",
|
||
1 year ago
|
" if \"something\" in x[\"text\"].data()[\"value\"]:\n",
|
||
1 year ago
|
" return False\n",
|
||
1 year ago
|
"\n",
|
||
1 year ago
|
" # filter based on path e.g. extension\n",
|
||
1 year ago
|
" metadata = x[\"metadata\"].data()[\"value\"]\n",
|
||
|
" return \"only_this\" in metadata[\"source\"] or \"also_that\" in metadata[\"source\"]\n",
|
||
|
"\n",
|
||
1 year ago
|
"\n",
|
||
|
"### turn on below for custom filtering\n",
|
||
|
"# retriever.search_kwargs['filter'] = filter"
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"cell_type": "code",
|
||
1 year ago
|
"execution_count": 20,
|
||
1 year ago
|
"metadata": {
|
||
|
"tags": []
|
||
|
},
|
||
|
"outputs": [],
|
||
|
"source": [
|
||
|
"from langchain.chat_models import ChatOpenAI\n",
|
||
|
"from langchain.chains import ConversationalRetrievalChain\n",
|
||
|
"\n",
|
||
1 year ago
|
"model = ChatOpenAI(model_name=\"gpt-3.5-turbo-0613\") # 'ada' 'gpt-3.5-turbo-0613' 'gpt-4',\n",
|
||
1 year ago
|
"qa = ConversationalRetrievalChain.from_llm(model, retriever=retriever)"
|
||
1 year ago
|
]
|
||
|
},
|
||
|
{
|
||
|
"cell_type": "code",
|
||
1 year ago
|
"execution_count": 32,
|
||
1 year ago
|
"metadata": {
|
||
|
"tags": []
|
||
|
},
|
||
1 year ago
|
"outputs": [
|
||
|
{
|
||
|
"name": "stdout",
|
||
|
"output_type": "stream",
|
||
|
"text": [
|
||
|
"-> **Question**: What is the class hierarchy? \n",
|
||
|
"\n",
|
||
|
"**Answer**: The class hierarchy for Memory is as follows:\n",
|
||
|
"\n",
|
||
|
" BaseMemory --> BaseChatMemory --> <name>Memory # Examples: ZepMemory, MotorheadMemory\n",
|
||
|
"\n",
|
||
|
"The class hierarchy for ChatMessageHistory is as follows:\n",
|
||
|
"\n",
|
||
|
" BaseChatMessageHistory --> <name>ChatMessageHistory # Example: ZepChatMessageHistory\n",
|
||
|
"\n",
|
||
|
"The class hierarchy for Prompt is as follows:\n",
|
||
|
"\n",
|
||
|
" BasePromptTemplate --> PipelinePromptTemplate\n",
|
||
|
" StringPromptTemplate --> PromptTemplate\n",
|
||
|
" FewShotPromptTemplate\n",
|
||
|
" FewShotPromptWithTemplates\n",
|
||
|
" BaseChatPromptTemplate --> AutoGPTPrompt\n",
|
||
|
" ChatPromptTemplate --> AgentScratchPadChatPromptTemplate\n",
|
||
|
" \n",
|
||
|
"\n",
|
||
|
"-> **Question**: What classes are derived from the Chain class? \n",
|
||
|
"\n",
|
||
|
"**Answer**: The classes derived from the Chain class are:\n",
|
||
|
"\n",
|
||
|
"- APIChain\n",
|
||
|
"- OpenAPIEndpointChain\n",
|
||
|
"- AnalyzeDocumentChain\n",
|
||
|
"- MapReduceDocumentsChain\n",
|
||
|
"- MapRerankDocumentsChain\n",
|
||
|
"- ReduceDocumentsChain\n",
|
||
|
"- RefineDocumentsChain\n",
|
||
|
"- StuffDocumentsChain\n",
|
||
|
"- ConstitutionalChain\n",
|
||
|
"- ConversationChain\n",
|
||
|
"- ChatVectorDBChain\n",
|
||
|
"- ConversationalRetrievalChain\n",
|
||
1 year ago
|
"- FalkorDBQAChain\n",
|
||
1 year ago
|
"- FlareChain\n",
|
||
|
"- ArangoGraphQAChain\n",
|
||
|
"- GraphQAChain\n",
|
||
|
"- GraphCypherQAChain\n",
|
||
|
"- HugeGraphQAChain\n",
|
||
|
"- KuzuQAChain\n",
|
||
|
"- NebulaGraphQAChain\n",
|
||
|
"- NeptuneOpenCypherQAChain\n",
|
||
|
"- GraphSparqlQAChain\n",
|
||
|
"- HypotheticalDocumentEmbedder\n",
|
||
|
"- LLMChain\n",
|
||
|
"- LLMBashChain\n",
|
||
|
"- LLMCheckerChain\n",
|
||
|
"- LLMMathChain\n",
|
||
|
"- LLMRequestsChain\n",
|
||
|
"- LLMSummarizationCheckerChain\n",
|
||
|
"- MapReduceChain\n",
|
||
|
"- OpenAIModerationChain\n",
|
||
|
"- NatBotChain\n",
|
||
|
"- QAGenerationChain\n",
|
||
|
"- QAWithSourcesChain\n",
|
||
|
"- RetrievalQAWithSourcesChain\n",
|
||
|
"- VectorDBQAWithSourcesChain\n",
|
||
|
"- RetrievalQA\n",
|
||
|
"- VectorDBQA\n",
|
||
|
"- LLMRouterChain\n",
|
||
|
"- MultiPromptChain\n",
|
||
|
"- MultiRetrievalQAChain\n",
|
||
|
"- MultiRouteChain\n",
|
||
|
"- RouterChain\n",
|
||
|
"- SequentialChain\n",
|
||
|
"- SimpleSequentialChain\n",
|
||
|
"- TransformChain\n",
|
||
|
"- TaskPlaningChain\n",
|
||
|
"- QueryChain\n",
|
||
|
"- CPALChain\n",
|
||
|
" \n",
|
||
|
"\n",
|
||
|
"-> **Question**: What kind of retrievers does LangChain have? \n",
|
||
|
"\n",
|
||
|
"**Answer**: The LangChain class includes various types of retrievers such as:\n",
|
||
|
"\n",
|
||
|
"- ArxivRetriever\n",
|
||
|
"- AzureCognitiveSearchRetriever\n",
|
||
|
"- BM25Retriever\n",
|
||
|
"- ChaindeskRetriever\n",
|
||
|
"- ChatGPTPluginRetriever\n",
|
||
|
"- ContextualCompressionRetriever\n",
|
||
|
"- DocArrayRetriever\n",
|
||
|
"- ElasticSearchBM25Retriever\n",
|
||
|
"- EnsembleRetriever\n",
|
||
11 months ago
|
"- GoogleVertexAISearchRetriever\n",
|
||
1 year ago
|
"- AmazonKendraRetriever\n",
|
||
|
"- KNNRetriever\n",
|
||
|
"- LlamaIndexGraphRetriever and LlamaIndexRetriever\n",
|
||
|
"- MergerRetriever\n",
|
||
|
"- MetalRetriever\n",
|
||
|
"- MilvusRetriever\n",
|
||
|
"- MultiQueryRetriever\n",
|
||
|
"- ParentDocumentRetriever\n",
|
||
|
"- PineconeHybridSearchRetriever\n",
|
||
|
"- PubMedRetriever\n",
|
||
|
"- RePhraseQueryRetriever\n",
|
||
|
"- RemoteLangChainRetriever\n",
|
||
|
"- SelfQueryRetriever\n",
|
||
|
"- SVMRetriever\n",
|
||
|
"- TFIDFRetriever\n",
|
||
|
"- TimeWeightedVectorStoreRetriever\n",
|
||
|
"- VespaRetriever\n",
|
||
|
"- WeaviateHybridSearchRetriever\n",
|
||
|
"- WebResearchRetriever\n",
|
||
|
"- WikipediaRetriever\n",
|
||
|
"- ZepRetriever\n",
|
||
|
"- ZillizRetriever \n",
|
||
|
"\n"
|
||
|
]
|
||
|
}
|
||
|
],
|
||
1 year ago
|
"source": [
|
||
|
"questions = [\n",
|
||
|
" \"What is the class hierarchy?\",\n",
|
||
1 year ago
|
" \"What classes are derived from the Chain class?\",\n",
|
||
|
" \"What kind of retrievers does LangChain have?\",\n",
|
||
1 year ago
|
"]\n",
|
||
1 year ago
|
"chat_history = []\n",
|
||
1 year ago
|
"qa_dict = {}\n",
|
||
1 year ago
|
"\n",
|
||
1 year ago
|
"for question in questions:\n",
|
||
1 year ago
|
" result = qa({\"question\": question, \"chat_history\": chat_history})\n",
|
||
1 year ago
|
" chat_history.append((question, result[\"answer\"]))\n",
|
||
1 year ago
|
" qa_dict[question] = result[\"answer\"]\n",
|
||
1 year ago
|
" print(f\"-> **Question**: {question} \\n\")\n",
|
||
1 year ago
|
" print(f\"**Answer**: {result['answer']} \\n\")"
|
||
1 year ago
|
]
|
||
|
},
|
||
|
{
|
||
1 year ago
|
"cell_type": "code",
|
||
|
"execution_count": 31,
|
||
|
"metadata": {},
|
||
|
"outputs": [
|
||
|
{
|
||
|
"data": {
|
||
|
"text/plain": [
|
||
11 months ago
|
"{'question': 'LangChain possesses a variety of retrievers including:\\n\\n1. ArxivRetriever\\n2. AzureCognitiveSearchRetriever\\n3. BM25Retriever\\n4. ChaindeskRetriever\\n5. ChatGPTPluginRetriever\\n6. ContextualCompressionRetriever\\n7. DocArrayRetriever\\n8. ElasticSearchBM25Retriever\\n9. EnsembleRetriever\\n10. GoogleVertexAISearchRetriever\\n11. AmazonKendraRetriever\\n12. KNNRetriever\\n13. LlamaIndexGraphRetriever\\n14. LlamaIndexRetriever\\n15. MergerRetriever\\n16. MetalRetriever\\n17. MilvusRetriever\\n18. MultiQueryRetriever\\n19. ParentDocumentRetriever\\n20. PineconeHybridSearchRetriever\\n21. PubMedRetriever\\n22. RePhraseQueryRetriever\\n23. RemoteLangChainRetriever\\n24. SelfQueryRetriever\\n25. SVMRetriever\\n26. TFIDFRetriever\\n27. TimeWeightedVectorStoreRetriever\\n28. VespaRetriever\\n29. WeaviateHybridSearchRetriever\\n30. WebResearchRetriever\\n31. WikipediaRetriever\\n32. ZepRetriever\\n33. ZillizRetriever\\n\\nIt also includes self query translators like:\\n\\n1. ChromaTranslator\\n2. DeepLakeTranslator\\n3. MyScaleTranslator\\n4. PineconeTranslator\\n5. QdrantTranslator\\n6. WeaviateTranslator\\n\\nAnd remote retrievers like:\\n\\n1. RemoteLangChainRetriever'}"
|
||
1 year ago
|
]
|
||
|
},
|
||
|
"execution_count": 31,
|
||
|
"metadata": {},
|
||
|
"output_type": "execute_result"
|
||
|
}
|
||
|
],
|
||
1 year ago
|
"source": [
|
||
1 year ago
|
"qa_dict"
|
||
1 year ago
|
]
|
||
|
},
|
||
|
{
|
||
1 year ago
|
"cell_type": "code",
|
||
|
"execution_count": 33,
|
||
1 year ago
|
"metadata": {},
|
||
1 year ago
|
"outputs": [
|
||
|
{
|
||
|
"name": "stdout",
|
||
|
"output_type": "stream",
|
||
|
"text": [
|
||
|
"The class hierarchy for Memory is as follows:\n",
|
||
|
"\n",
|
||
|
" BaseMemory --> BaseChatMemory --> <name>Memory # Examples: ZepMemory, MotorheadMemory\n",
|
||
|
"\n",
|
||
|
"The class hierarchy for ChatMessageHistory is as follows:\n",
|
||
|
"\n",
|
||
|
" BaseChatMessageHistory --> <name>ChatMessageHistory # Example: ZepChatMessageHistory\n",
|
||
|
"\n",
|
||
|
"The class hierarchy for Prompt is as follows:\n",
|
||
|
"\n",
|
||
|
" BasePromptTemplate --> PipelinePromptTemplate\n",
|
||
|
" StringPromptTemplate --> PromptTemplate\n",
|
||
|
" FewShotPromptTemplate\n",
|
||
|
" FewShotPromptWithTemplates\n",
|
||
|
" BaseChatPromptTemplate --> AutoGPTPrompt\n",
|
||
|
" ChatPromptTemplate --> AgentScratchPadChatPromptTemplate\n",
|
||
|
"\n"
|
||
|
]
|
||
|
}
|
||
|
],
|
||
|
"source": [
|
||
|
"print(qa_dict[\"What is the class hierarchy?\"])"
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"cell_type": "code",
|
||
|
"execution_count": 34,
|
||
|
"metadata": {},
|
||
|
"outputs": [
|
||
|
{
|
||
|
"name": "stdout",
|
||
|
"output_type": "stream",
|
||
|
"text": [
|
||
|
"The classes derived from the Chain class are:\n",
|
||
|
"\n",
|
||
|
"- APIChain\n",
|
||
|
"- OpenAPIEndpointChain\n",
|
||
|
"- AnalyzeDocumentChain\n",
|
||
|
"- MapReduceDocumentsChain\n",
|
||
|
"- MapRerankDocumentsChain\n",
|
||
|
"- ReduceDocumentsChain\n",
|
||
|
"- RefineDocumentsChain\n",
|
||
|
"- StuffDocumentsChain\n",
|
||
|
"- ConstitutionalChain\n",
|
||
|
"- ConversationChain\n",
|
||
|
"- ChatVectorDBChain\n",
|
||
|
"- ConversationalRetrievalChain\n",
|
||
|
"- FlareChain\n",
|
||
|
"- ArangoGraphQAChain\n",
|
||
|
"- GraphQAChain\n",
|
||
|
"- GraphCypherQAChain\n",
|
||
|
"- HugeGraphQAChain\n",
|
||
|
"- KuzuQAChain\n",
|
||
|
"- NebulaGraphQAChain\n",
|
||
|
"- NeptuneOpenCypherQAChain\n",
|
||
|
"- GraphSparqlQAChain\n",
|
||
|
"- HypotheticalDocumentEmbedder\n",
|
||
|
"- LLMChain\n",
|
||
|
"- LLMBashChain\n",
|
||
|
"- LLMCheckerChain\n",
|
||
|
"- LLMMathChain\n",
|
||
|
"- LLMRequestsChain\n",
|
||
|
"- LLMSummarizationCheckerChain\n",
|
||
|
"- MapReduceChain\n",
|
||
|
"- OpenAIModerationChain\n",
|
||
|
"- NatBotChain\n",
|
||
|
"- QAGenerationChain\n",
|
||
|
"- QAWithSourcesChain\n",
|
||
|
"- RetrievalQAWithSourcesChain\n",
|
||
|
"- VectorDBQAWithSourcesChain\n",
|
||
|
"- RetrievalQA\n",
|
||
|
"- VectorDBQA\n",
|
||
|
"- LLMRouterChain\n",
|
||
|
"- MultiPromptChain\n",
|
||
|
"- MultiRetrievalQAChain\n",
|
||
|
"- MultiRouteChain\n",
|
||
|
"- RouterChain\n",
|
||
|
"- SequentialChain\n",
|
||
|
"- SimpleSequentialChain\n",
|
||
|
"- TransformChain\n",
|
||
|
"- TaskPlaningChain\n",
|
||
|
"- QueryChain\n",
|
||
|
"- CPALChain\n",
|
||
|
"\n"
|
||
|
]
|
||
|
}
|
||
|
],
|
||
|
"source": [
|
||
|
"print(qa_dict[\"What classes are derived from the Chain class?\"])"
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"cell_type": "code",
|
||
|
"execution_count": 35,
|
||
|
"metadata": {},
|
||
|
"outputs": [
|
||
|
{
|
||
|
"name": "stdout",
|
||
|
"output_type": "stream",
|
||
|
"text": [
|
||
|
"The LangChain class includes various types of retrievers such as:\n",
|
||
|
"\n",
|
||
|
"- ArxivRetriever\n",
|
||
|
"- AzureCognitiveSearchRetriever\n",
|
||
|
"- BM25Retriever\n",
|
||
|
"- ChaindeskRetriever\n",
|
||
|
"- ChatGPTPluginRetriever\n",
|
||
|
"- ContextualCompressionRetriever\n",
|
||
|
"- DocArrayRetriever\n",
|
||
|
"- ElasticSearchBM25Retriever\n",
|
||
|
"- EnsembleRetriever\n",
|
||
11 months ago
|
"- GoogleVertexAISearchRetriever\n",
|
||
1 year ago
|
"- AmazonKendraRetriever\n",
|
||
|
"- KNNRetriever\n",
|
||
|
"- LlamaIndexGraphRetriever and LlamaIndexRetriever\n",
|
||
|
"- MergerRetriever\n",
|
||
|
"- MetalRetriever\n",
|
||
|
"- MilvusRetriever\n",
|
||
|
"- MultiQueryRetriever\n",
|
||
|
"- ParentDocumentRetriever\n",
|
||
|
"- PineconeHybridSearchRetriever\n",
|
||
|
"- PubMedRetriever\n",
|
||
|
"- RePhraseQueryRetriever\n",
|
||
|
"- RemoteLangChainRetriever\n",
|
||
|
"- SelfQueryRetriever\n",
|
||
|
"- SVMRetriever\n",
|
||
|
"- TFIDFRetriever\n",
|
||
|
"- TimeWeightedVectorStoreRetriever\n",
|
||
|
"- VespaRetriever\n",
|
||
|
"- WeaviateHybridSearchRetriever\n",
|
||
|
"- WebResearchRetriever\n",
|
||
|
"- WikipediaRetriever\n",
|
||
|
"- ZepRetriever\n",
|
||
|
"- ZillizRetriever\n"
|
||
|
]
|
||
|
}
|
||
|
],
|
||
|
"source": [
|
||
|
"print(qa_dict[\"What kind of retrievers does LangChain have?\"])"
|
||
|
]
|
||
1 year ago
|
}
|
||
|
],
|
||
|
"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",
|
||
1 year ago
|
"version": "3.10.12"
|
||
1 year ago
|
}
|
||
|
},
|
||
|
"nbformat": 4,
|
||
|
"nbformat_minor": 4
|
||
|
}
|