{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": { "id": "vm8vn9t8DvC_" }, "source": [ "# Blockchain Document Loader" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "id": "5WjXERXzFEhg" }, "source": [ "## Overview" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "id": "juAmbgoWD17u" }, "source": [ "The intention of this notebook is to provide a means of testing functionality in the Langchain Document Loader for Blockchain.\n", "\n", "Initially this Loader supports:\n", "\n", "\n", "* Ethereum Maninnet, Ethereum Testnet, Polgyon Mainnet, Polygon Testnet (default is eth-mainnet)\n", "* Alchemy's getNFTsForCollection API\n", "\n", "It can be extended if the community finds value in this loader. Specifically:\n", "\n", "* Additional APIs can be added (e.g. Tranction-related APIs)\n", "\n", "To run this notebook, the user will need:\n", "\n", "\n", "* An OpenAI key (for OpenAI models)\n", "* A free [Alchemy API Key](https://www.alchemy.com/)\n", "\n", "\n", "\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Note: you may need to restart the kernel to use updated packages.\n" ] } ], "source": [ "%pip install langchain -q" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "from langchain.document_loaders import BlockchainDocumentLoader\n", "from langchain.document_loaders.blockchain import BlockchainType\n", "import os" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "alchemyApiKey = \"get your own key from https://www.alchemy.com/\" \n", "os.environ[\"ALCHEMY_API_KEY\"] = alchemyApiKey" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "id": "nzuPWRaBNCMx" }, "source": [ "## Create a Blockchain Document Loader" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Option 1: Ethereum Mainnet (default BlockchainType)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "id": "J3LWHARC-Kn0" }, "outputs": [ { "data": { "text/plain": [ "[Document(page_content=\"{'contract': {'address': '0xbc4ca0eda7647a8ab7c2061c2e118a18a936f13d'}, 'id': {'tokenId': '0x0000000000000000000000000000000000000000000000000000000000000000', 'tokenMetadata': {'tokenType': 'ERC721'}}, 'title': '', 'description': '', 'tokenUri': {'gateway': 'https://alchemy.mypinata.cloud/ipfs/QmeSjSinHpPnmXmspMjwiXyN6zS4E9zccariGR3jxcaWtq/0', 'raw': 'ipfs://QmeSjSinHpPnmXmspMjwiXyN6zS4E9zccariGR3jxcaWtq/0'}, 'media': [{'gateway': 'https://nft-cdn.alchemy.com/eth-mainnet/415d618f5fef7bfe683e02d4653c4289', 'thumbnail': 'https://res.cloudinary.com/alchemyapi/image/upload/thumbnailv2/eth-mainnet/415d618f5fef7bfe683e02d4653c4289', 'raw': 'ipfs://QmRRPWG96cmgTn2qSzjwr2qvfNEuhunv6FNeMFGa9bx6mQ', 'format': 'png', 'bytes': 133270}], 'metadata': {'image': 'ipfs://QmRRPWG96cmgTn2qSzjwr2qvfNEuhunv6FNeMFGa9bx6mQ', 'attributes': [{'value': 'Silver Hoop', 'trait_type': 'Earring'}, {'value': 'Orange', 'trait_type': 'Background'}, {'value': 'Robot', 'trait_type': 'Fur'}, {'value': 'Striped Tee', 'trait_type': 'Clothes'}, {'value': 'Discomfort', 'trait_type': 'Mouth'}, {'value': 'X Eyes', 'trait_type': 'Eyes'}]}, 'timeLastUpdated': '2023-04-18T04:05:27.817Z', 'contractMetadata': {'name': 'BoredApeYachtClub', 'symbol': 'BAYC', 'totalSupply': '10000', 'tokenType': 'ERC721', 'contractDeployer': '0xaba7161a7fb69c88e16ed9f455ce62b791ee4d03', 'deployedBlockNumber': 12287507, 'openSea': {'floorPrice': 68.16, 'collectionName': 'Bored Ape Yacht Club', 'safelistRequestStatus': 'verified', 'imageUrl': 'https://i.seadn.io/gae/Ju9CkWtV-1Okvf45wo8UctR-M9He2PjILP0oOvxE89AyiPPGtrR3gysu1Zgy0hjd2xKIgjJJtWIc0ybj4Vd7wv8t3pxDGHoJBzDB?w=500&auto=format', 'description': 'The Bored Ape Yacht Club is a collection of 10,000 unique Bored Ape NFTs— unique digital collectibles living on the Ethereum blockchain. Your Bored Ape doubles as your Yacht Club membership card, and grants access to members-only benefits, the first of which is access to THE BATHROOM, a collaborative graffiti board. Future areas and perks can be unlocked by the community through roadmap activation. Visit www.BoredApeYachtClub.com for more details.', 'externalUrl': 'http://www.boredapeyachtclub.com/', 'twitterUsername': 'BoredApeYC', 'discordUrl': 'https://discord.gg/3P5K3dzgdB', 'lastIngestedAt': '2023-03-21T03:54:33.000Z'}}}\", metadata={'tokenId': '0x0000000000000000000000000000000000000000000000000000000000000000'}),\n", " Document(page_content=\"{'contract': {'address': '0xbc4ca0eda7647a8ab7c2061c2e118a18a936f13d'}, 'id': {'tokenId': '0x0000000000000000000000000000000000000000000000000000000000000001', 'tokenMetadata': {'tokenType': 'ERC721'}}, 'title': '', 'description': '', 'tokenUri': {'gateway': 'https://alchemy.mypinata.cloud/ipfs/QmeSjSinHpPnmXmspMjwiXyN6zS4E9zccariGR3jxcaWtq/1', 'raw': 'ipfs://QmeSjSinHpPnmXmspMjwiXyN6zS4E9zccariGR3jxcaWtq/1'}, 'media': [{'gateway': 'https://nft-cdn.alchemy.com/eth-mainnet/65558a4d0c5b0c56fbc50bf03f55e3fa', 'thumbnail': 'https://res.cloudinary.com/alchemyapi/image/upload/thumbnailv2/eth-mainnet/65558a4d0c5b0c56fbc50bf03f55e3fa', 'raw': 'ipfs://QmPbxeGcXhYQQNgsC6a36dDyYUcHgMLnGKnF8pVFmGsvqi', 'format': 'png', 'bytes': 171425}], 'metadata': {'image': 'ipfs://QmPbxeGcXhYQQNgsC6a36dDyYUcHgMLnGKnF8pVFmGsvqi', 'attributes': [{'value': 'Grin', 'trait_type': 'Mouth'}, {'value': 'Vietnam Jacket', 'trait_type': 'Clothes'}, {'value': 'Orange', 'trait_type': 'Background'}, {'value': 'Blue Beams', 'trait_type': 'Eyes'}, {'value': 'Robot', 'trait_type': 'Fur'}]}, 'timeLastUpdated': '2023-04-24T04:37:37.738Z', 'contractMetadata': {'name': 'BoredApeYachtClub', 'symbol': 'BAYC', 'totalSupply': '10000', 'tokenType': 'ERC721', 'contractDeployer': '0xaba7161a7fb69c88e16ed9f455ce62b791ee4d03', 'deployedBlockNumber': 12287507, 'openSea': {'floorPrice': 68.16, 'collectionName': 'Bored Ape Yacht Club', 'safelistRequestStatus': 'verified', 'imageUrl': 'https://i.seadn.io/gae/Ju9CkWtV-1Okvf45wo8UctR-M9He2PjILP0oOvxE89AyiPPGtrR3gysu1Zgy0hjd2xKIgjJJtWIc0ybj4Vd7wv8t3pxDGHoJBzDB?w=500&auto=format', 'description': 'The Bored Ape Yacht Club is a collection of 10,000 unique Bored Ape NFTs— unique digital collectibles living on the Ethereum blockchain. Your Bored Ape doubles as your Yacht Club membership card, and grants access to members-only benefits, the first of which is access to THE BATHROOM, a collaborative graffiti board. Future areas and perks can be unlocked by the community through roadmap activation. Visit www.BoredApeYachtClub.com for more details.', 'externalUrl': 'http://www.boredapeyachtclub.com/', 'twitterUsername': 'BoredApeYC', 'discordUrl': 'https://discord.gg/3P5K3dzgdB', 'lastIngestedAt': '2023-03-21T03:54:33.000Z'}}}\", metadata={'tokenId': '0x0000000000000000000000000000000000000000000000000000000000000001'})]" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "contractAddress = \"0xbc4ca0eda7647a8ab7c2061c2e118a18a936f13d\" # Bored Ape Yacht Club contract address\n", "\n", "blockchainType = BlockchainType.ETH_MAINNET #default value, optional parameter\n", "\n", "blockchainLoader = BlockchainDocumentLoader(contractAddress)\n", "\n", "nfts = blockchainLoader.load()\n", "\n", "nfts[:2]" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Option 2: Polygon Mainnet" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[Document(page_content=\"{'contract': {'address': '0x448676ffcd0adf2d85c1f0565e8dde6924a9a7d9'}, 'id': {'tokenId': '0x01', 'tokenMetadata': {'tokenType': 'ERC1155'}}, 'title': 'Wyatt Horton #0001', 'description': 'A sleepy capybara', 'tokenUri': {'gateway': 'https://storage.googleapis.com/minted-nfts/smoothstack/avatars/metadata/1.json', 'raw': 'https://storage.googleapis.com/minted-nfts/smoothstack/avatars/metadata/1.json'}, 'media': [{'gateway': 'https://nft-cdn.alchemy.com/matic-mainnet/9085e06ff9f6c9074de91801d1c72d26', 'thumbnail': 'https://res.cloudinary.com/alchemyapi/image/upload/thumbnailv2/matic-mainnet/9085e06ff9f6c9074de91801d1c72d26', 'raw': 'https://storage.googleapis.com/minted-nfts/smoothstack/avatars/images/1.png', 'format': 'png', 'bytes': 769622}], 'metadata': {'name': 'Wyatt Horton #0001', 'description': 'A sleepy capybara', 'image': 'https://storage.googleapis.com/minted-nfts/smoothstack/avatars/images/1.png', 'attributes': [{'value': 'Avatar', 'trait_type': 'Type'}, {'value': 'Animal', 'trait_type': 'Category'}, {'value': 'Capybara', 'trait_type': 'Class'}, {'value': 'Fall 2022', 'trait_type': 'Collection'}, {'value': 'Furry', 'trait_type': 'Feature'}]}, 'timeLastUpdated': '2023-04-20T14:38:24.947Z', 'contractMetadata': {'name': 'Smoothstack - Avatars', 'symbol': 'SMTH', 'tokenType': 'ERC1155', 'contractDeployer': '0x23075b2523c6563b06920a302a8be4f90ef6e974', 'deployedBlockNumber': 34752389, 'openSea': {'lastIngestedAt': '2023-04-17T20:59:42.000Z'}}}\", metadata={'tokenId': '0x01'}),\n", " Document(page_content=\"{'contract': {'address': '0x448676ffcd0adf2d85c1f0565e8dde6924a9a7d9'}, 'id': {'tokenId': '0x02', 'tokenMetadata': {'tokenType': 'ERC1155'}}, 'title': 'Dylan Leisler #0002', 'description': 'A chipper cat with a big, red bowtie', 'tokenUri': {'gateway': 'https://storage.googleapis.com/minted-nfts/smoothstack/avatars/metadata/2.json', 'raw': 'https://storage.googleapis.com/minted-nfts/smoothstack/avatars/metadata/2.json'}, 'media': [{'gateway': 'https://nft-cdn.alchemy.com/matic-mainnet/67c3c7ccef44b32bf2ce758e8e73dbcd', 'thumbnail': 'https://res.cloudinary.com/alchemyapi/image/upload/thumbnailv2/matic-mainnet/67c3c7ccef44b32bf2ce758e8e73dbcd', 'raw': 'https://storage.googleapis.com/minted-nfts/smoothstack/avatars/images/2.png', 'format': 'png', 'bytes': 1187749}], 'metadata': {'name': 'Dylan Leisler #0002', 'description': 'A chipper cat with a big, red bowtie', 'image': 'https://storage.googleapis.com/minted-nfts/smoothstack/avatars/images/2.png', 'attributes': [{'value': 'Avatar', 'trait_type': 'Type'}, {'value': 'Animal', 'trait_type': 'Category'}, {'value': 'Cat', 'trait_type': 'Class'}, {'value': 'Fall 2022', 'trait_type': 'Collection'}, {'value': 'Red Bowtie', 'trait_type': 'Feature'}]}, 'timeLastUpdated': '2023-04-23T13:38:29.316Z', 'contractMetadata': {'name': 'Smoothstack - Avatars', 'symbol': 'SMTH', 'tokenType': 'ERC1155', 'contractDeployer': '0x23075b2523c6563b06920a302a8be4f90ef6e974', 'deployedBlockNumber': 34752389, 'openSea': {'lastIngestedAt': '2023-04-17T20:59:42.000Z'}}}\", metadata={'tokenId': '0x02'})]" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "contractAddress = \"0x448676ffCd0aDf2D85C1f0565e8dde6924A9A7D9\" # Polygon Mainnet contract address\n", "\n", "blockchainType = BlockchainType.POLYGON_MAINNET \n", "\n", "blockchainLoader = BlockchainDocumentLoader(contractAddress, blockchainType)\n", "\n", "nfts = blockchainLoader.load()\n", "\n", "nfts[:2]" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## (Optional) Using the Blockchain Document Loader" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "id": "_PGkFfMCB8J3" }, "source": [ "### Setup Splitter and Index" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Note: you may need to restart the kernel to use updated packages.\n" ] } ], "source": [ "%pip install sentence_transformers chromadb openai tiktoken -q" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "id": "BwxxopOCCABh" }, "outputs": [], "source": [ "from langchain.indexes import VectorstoreIndexCreator\n", "from langchain.embeddings import HuggingFaceEmbeddings\n", "from langchain.text_splitter import RecursiveCharacterTextSplitter" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "JE_myAulCDSZ", "outputId": "99e16b6a-03b4-4e67-d4b4-9dd611a866ef" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "NUMBER OF DOCUMENTS: 424\n" ] } ], "source": [ "text_splitter = RecursiveCharacterTextSplitter(chunk_size=400, chunk_overlap=0)\n", "\n", "docs = text_splitter.split_documents(nfts)\n", "print(\"NUMBER OF DOCUMENTS: \", len(docs))" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "id": "d83yFuAuCKQS" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Using embedded DuckDB without persistence: data will be transient\n" ] } ], "source": [ "index = VectorstoreIndexCreator(\n", " embedding=HuggingFaceEmbeddings(),\n", " text_splitter=text_splitter).from_loaders([blockchainLoader])" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "id": "y0VfObeXDEXB" }, "source": [ "## Setup Models and Chains" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "openAiKey = \"put OpenAI key here\"\n", "os.environ[\"OPENAI_API_KEY\"] = openAiKey" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "id": "hiNjDzP9C4pA" }, "outputs": [], "source": [ "from langchain.chains import RetrievalQA\n", "from langchain.llms import OpenAI" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "id": "u-xDlKPaC_xg" }, "source": [ "### Retrieval Chain" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "id": "BqP00JovC9R4" }, "outputs": [], "source": [ "llmOpenAI = OpenAI()\n", "\n", "chainQA = RetrievalQA.from_chain_type(llm=llmOpenAI, \n", " chain_type=\"map_reduce\",\n", " retriever=index.vectorstore.as_retriever(), \n", " verbose=True,\n", " input_key=\"question\")" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 122 }, "id": "2Y3cVVKZDVNq", "outputId": "dfeea416-5193-47cf-e9dc-c17a5c1cd780" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\u001b[1m> Entering new RetrievalQA chain...\u001b[0m\n", "\n", "\u001b[1m> Finished chain.\u001b[0m\n" ] }, { "data": { "text/plain": [ "' Popular attributes include \"Avatar\" (Type), \"Character\" (Category), and \"Human\" or \"Wizard\" (Class).'" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "chainQA.run(\"What are some of the popular attributes?\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 122 }, "id": "7o6ArPo9DXbz", "outputId": "b1f8ad43-27c7-4cdb-95a7-8c8bd6381c5a" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\u001b[1m> Entering new RetrievalQA chain...\u001b[0m\n", "\n", "\u001b[1m> Finished chain.\u001b[0m\n" ] }, { "data": { "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" }, "text/plain": [ "' There are 10,000 unique Bored Ape NFTs.'" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "chainQA.run(\"How many NFTs are there?\")" ] } ], "metadata": { "colab": { "collapsed_sections": [ "5WjXERXzFEhg" ], "provenance": [] }, "kernelspec": { "display_name": "Python 3", "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", "version": "3.9.16" } }, "nbformat": 4, "nbformat_minor": 0 }