diff --git a/data_scrape_protocols.ipynb b/data_scrape_protocols.ipynb new file mode 100644 index 0000000..ba57510 --- /dev/null +++ b/data_scrape_protocols.ipynb @@ -0,0 +1,159 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "code", + "source": [ + "!pip install beautifulsoup4" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "GfJ1NTeA263q", + "outputId": "53671623-d791-427c-b7ed-3cdabfb6172b" + }, + "execution_count": 1, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n", + "Requirement already satisfied: beautifulsoup4 in /usr/local/lib/python3.8/dist-packages (4.6.3)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "import os, requests\n", + "from bs4 import BeautifulSoup" + ], + "metadata": { + "id": "Ccp5Qdx72-Dk" + }, + "execution_count": 127, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "##Scrape" + ], + "metadata": { + "id": "aNMFnKSJ2Ak7" + } + }, + { + "cell_type": "code", + "execution_count": 128, + "metadata": { + "id": "Gz2oTQLg12HJ" + }, + "outputs": [], + "source": [ + "class Scraper:\n", + " def __init__(self, parent_url):\n", + " self.parent_url = parent_url\n", + " self.all_urls = set()\n", + "\n", + " def get_all_urls(self, url):\n", + " response = requests.get(url)\n", + " soup = BeautifulSoup(response.content, 'html.parser')\n", + " links = soup.find_all('a')\n", + " urls = [link['href'] for link in links if link['href'].startswith(self.parent_url)]\n", + " for u in urls:\n", + " if u.startswith(self.parent_url) and u not in self.all_urls:\n", + " self.get_all_urls(u)\n", + " self.all_urls.update(urls)\n", + "\n", + " def scrape(self, url):\n", + " page = requests.get(url)\n", + " return BeautifulSoup(page.content, 'html.parser')\n", + "\n", + " def preprocess(self, soup):\n", + " corpus = \"\"\n", + " for s in soup.find_all(['header', 'title', 'h1', 'h2', 'h3', 'h4', 'h5', 'h6', 'p']):\n", + " corpus += str(s.text) + '\\n'\n", + " return corpus" + ] + }, + { + "cell_type": "code", + "source": [ + "def save_txt(protocol, doc, url):\n", + " with open(f\"{protocol}-documentation/{'_'.join(url.split('/'))}.txt\", 'w') as f:\n", + " f.write(doc)" + ], + "metadata": { + "id": "xcEQYzVBjJ12" + }, + "execution_count": 129, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "protocol = 'lido'\n", + "parent_url = \"https://docs.lido.fi/\"\n", + "os.makedirs(f\"{protocol}-documentation\", exist_ok=True)\n", + "\n", + "scraper = Scraper(parent_url)\n", + "scraper.get_all_urls(parent_url)\n", + "all_urls = scraper.all_urls\n", + "for u in all_urls:\n", + " soup = scraper.scrape(u)\n", + " doc = scraper.preprocess(soup)\n", + " save_txt(protocol, doc, u)" + ], + "metadata": { + "id": "JN_XBeltgoQk" + }, + "execution_count": 130, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "all_urls" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "V-ZCtCFmkdIp", + "outputId": "66f36fc7-b9f3-4055-f1d9-933f2c821685" + }, + "execution_count": 131, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "{'https://docs.lido.fi/contracts/lido-oracle/#add-calculation-of-staker-rewards-apr',\n", + " 'https://docs.lido.fi/guides/steth-integration-guide',\n", + " 'https://docs.lido.fi/token-guides/steth-on-aave-caveats'}" + ] + }, + "metadata": {}, + "execution_count": 131 + } + ] + } + ] +} \ No newline at end of file diff --git a/faiss_indexing.ipynb b/faiss_indexing.ipynb new file mode 100644 index 0000000..7794077 --- /dev/null +++ b/faiss_indexing.ipynb @@ -0,0 +1,219 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "8-jL1OaHigT6" + }, + "outputs": [], + "source": [ + "!pip install langchain\n", + "!pip install faiss-gpu\n", + "!pip install openai" + ] + }, + { + "cell_type": "code", + "source": [ + "import os \n", + "import json\n", + "import pickle\n", + "import faiss\n", + "from langchain.embeddings.openai import OpenAIEmbeddings\n", + "from langchain.text_splitter import CharacterTextSplitter\n", + "from langchain.vectorstores.faiss import FAISS" + ], + "metadata": { + "id": "J1eMVndBi1Pm" + }, + "execution_count": 1, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "openai_api_key = \"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\"" + ], + "metadata": { + "id": "X06QitqDlCS3" + }, + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "embedding_function = OpenAIEmbeddings(openai_api_key=openai_api_key)" + ], + "metadata": { + "id": "4jPBBBT7k_b_" + }, + "execution_count": 3, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "### corpus --> chunks" + ], + "metadata": { + "id": "xvjXK9944TdS" + } + }, + { + "cell_type": "code", + "source": [ + "dir_path = \"\"\n", + "text_splitter = CharacterTextSplitter(chunk_size=1000, chunk_overlap=0)\n", + "texts = []" + ], + "metadata": { + "id": "7yx-aTi84m01" + }, + "execution_count": 61, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "for f_name in os.listdir(dir_path):\n", + " with open(f'{dir_path}/{f_name}') as f:\n", + " corpus = f.read()\n", + " texts.extend(text_splitter.split_text(corpus))" + ], + "metadata": { + "id": "n6ZnWkKxxhXZ" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "### corpus --> vectorDB" + ], + "metadata": { + "id": "Nm7Wpb1C48Eu" + } + }, + { + "cell_type": "code", + "source": [ + "docsearch = FAISS.from_texts(texts, embedding_function)" + ], + "metadata": { + "id": "q_jeL3XG42jH" + }, + "execution_count": 5, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "### Save the files" + ], + "metadata": { + "id": "iOj4TAIa4c8w" + } + }, + { + "cell_type": "code", + "source": [ + "save_dir_path = 'faiss'\n", + "os.makedirs(save_dir_path, exist_ok=True)" + ], + "metadata": { + "id": "uhtow6q-5oMv" + }, + "execution_count": 6, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# save the index_to_id \n", + "with open(f'{save_dir_path}/index_to_docstore_id.json', 'w') as f:\n", + " json.dump(docsearch.index_to_docstore_id, f)\n", + "\n", + "# save the docstore\n", + "with open(f'{save_dir_path}/doctore.pkl', 'wb') as f:\n", + " pickle.dump(docsearch.docstore, f)\n", + "\n", + "# save the faiss index\n", + "faiss.write_index(docsearch.index, f'{save_dir_path}/index')" + ], + "metadata": { + "id": "lv7BHKcDjEFN" + }, + "execution_count": 7, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "### Reinit FAISS" + ], + "metadata": { + "id": "LpZUTK_D4gPK" + } + }, + { + "cell_type": "code", + "source": [ + "save_dir_path = 'faiss'" + ], + "metadata": { + "id": "ChNUp78aCa2W" + }, + "execution_count": 8, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# read the index_to_id\n", + "with open(f'{save_dir_path}/index_to_docstore_id.json', 'r') as f:\n", + " index_to_docstore_id = json.load(f)\n", + "index_to_docstore_id = {int(k):v for (k,v) in index_to_docstore_id.items()}\n", + "\n", + "# read the docstore\n", + "with open(f'{save_dir_path}/doctore.pkl', 'rb') as f:\n", + " docstore = pickle.load(f)\n", + "\n", + "# read the faiss index\n", + "index = faiss.read_index(f'{save_dir_path}/index')" + ], + "metadata": { + "id": "6enReGBJ_zzc" + }, + "execution_count": 9, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "docsearch = FAISS(embedding_function.embed_query, index, docstore, index_to_docstore_id)" + ], + "metadata": { + "id": "uWDKlWaX9Yvc" + }, + "execution_count": 10, + "outputs": [] + } + ] +} \ No newline at end of file diff --git a/nft-scraped_data/all_nft_cgk_urls(2).txt b/nft-scraped_data/all_nft_cgk_urls(2).txt new file mode 100644 index 0000000..cd971f0 --- /dev/null +++ b/nft-scraped_data/all_nft_cgk_urls(2).txt @@ -0,0 +1,1518 @@ +https://www.coingecko.com/en/nft/valhalla +https://www.coingecko.com/en/nft/cheerfulpirate +https://www.coingecko.com/en/nft/goblintownhero +https://www.coingecko.com/en/nft/moonrunners-official +https://www.coingecko.com/en/nft/the-suites +https://www.coingecko.com/en/nft/furballs-com-official +https://www.coingecko.com/en/nft/bounty-baddies +https://www.coingecko.com/en/nft/basedheads +https://www.coingecko.com/en/nft/okay-bears +https://www.coingecko.com/en/nft/neotokyo-citizens +https://www.coingecko.com/en/nft/peaceful-groupies +https://www.coingecko.com/en/nft/hip-kongz-official +https://www.coingecko.com/en/nft/smowl +https://www.coingecko.com/en/nft/nonfungiblefungi +https://www.coingecko.com/en/nft/heni-damien-hirst-the-empresses +https://www.coingecko.com/en/nft/sougen-genesis-collection +https://www.coingecko.com/en/nft/savage-nation +https://www.coingecko.com/en/nft/egopirate +https://www.coingecko.com/en/nft/qzukinft +https://www.coingecko.com/en/nft/atg-shield-age +https://www.coingecko.com/en/nft/jungle-freaks-genesis +https://www.coingecko.com/en/nft/the-possessed +https://www.coingecko.com/en/nft/hedz-by-matt-furie +https://www.coingecko.com/en/nft/bridgeworld-legions +https://www.coingecko.com/en/nft/imagination-station-x-reddit-collectible-avatars +https://www.coingecko.com/en/nft/roses2 +https://www.coingecko.com/en/nft/gear +https://www.coingecko.com/en/nft/honey-genesis-bee +https://www.coingecko.com/en/nft/toastpunk-og +https://www.coingecko.com/en/nft/3landers +https://www.coingecko.com/en/nft/we-are-all-going-to-die +https://www.coingecko.com/en/nft/sneaky-vampire-syndicate +https://www.coingecko.com/en/nft/plaguegame +https://www.coingecko.com/en/nft/fragments-by-james-jean +https://www.coingecko.com/en/nft/apa-gals +https://www.coingecko.com/en/nft/ledger-market-pass-genesis-edition +https://www.coingecko.com/en/nft/clay-friends +https://www.coingecko.com/en/nft/the-ponzi +https://www.coingecko.com/en/nft/angryapes-society-nft +https://www.coingecko.com/en/nft/artvatars +https://www.coingecko.com/en/nft/cel-mates-crime-reports +https://www.coingecko.com/en/nft/bored-ape-kennel-club +https://www.coingecko.com/en/nft/the-lizard-lab +https://www.coingecko.com/en/nft/joseon-dynasty +https://www.coingecko.com/en/nft/acrocalypse +https://www.coingecko.com/en/nft/avalanche-hills-muscle-cars +https://www.coingecko.com/en/nft/happyluckybees +https://www.coingecko.com/en/nft/chop-campaign +https://www.coingecko.com/en/nft/uwucrew +https://www.coingecko.com/en/nft/avax-whales +https://www.coingecko.com/en/nft/meta-legends +https://www.coingecko.com/en/nft/forgotten-runes-wizards-cult +https://www.coingecko.com/en/nft/loudpunx +https://www.coingecko.com/en/nft/invisible-friends +https://www.coingecko.com/en/nft/footium-football-clubs +https://www.coingecko.com/en/nft/bsc-jungle-club +https://www.coingecko.com/en/nft/metabumz-private-club +https://www.coingecko.com/en/nft/monkeyleague-gen-zero +https://www.coingecko.com/en/nft/oporcas +https://www.coingecko.com/en/nft/worldwide-webb-land +https://www.coingecko.com/en/nft/league-of-kingdoms-drago +https://www.coingecko.com/en/nft/singularity-by-aiiv +https://www.coingecko.com/en/nft/avalanche-network +https://www.coingecko.com/en/nft/l2stateofmind +https://www.coingecko.com/en/nft/nftclubarbitrum +https://www.coingecko.com/en/nft/shamanic-roots +https://www.coingecko.com/en/nft/ripperz +https://www.coingecko.com/en/nft/live-like-a-cat-neko-no-youni-ikiru +https://www.coingecko.com/en/nft/smolizards +https://www.coingecko.com/en/nft/electropixelkongz +https://www.coingecko.com/en/nft/cryptophunks +https://www.coingecko.com/en/nft/tasty-bones-xyz +https://www.coingecko.com/en/nft/halo-official +https://www.coingecko.com/en/nft/wrestling-metaverse-originals +https://www.coingecko.com/en/nft/sunflower-land-frogs-collection +https://www.coingecko.com/en/nft/the-math-checks-out +https://www.coingecko.com/en/nft/klay-kingdoms-kings +https://www.coingecko.com/en/nft/crypto-raiders-mobs +https://www.coingecko.com/en/nft/broadside +https://www.coingecko.com/en/nft/boredbuddies +https://www.coingecko.com/en/nft/zero-ape-club +https://www.coingecko.com/en/nft/smol-brains +https://www.coingecko.com/en/nft/sweet-stacks +https://www.coingecko.com/en/nft/illuminatinft-by-truth-labs +https://www.coingecko.com/en/nft/girlies-nft +https://www.coingecko.com/en/nft/merge-vv +https://www.coingecko.com/en/nft/chibism +https://www.coingecko.com/en/nft/fluf-world +https://www.coingecko.com/en/nft/cryptocrystal +https://www.coingecko.com/en/nft/world-of-women-galaxy +https://www.coingecko.com/en/nft/klayabstract +https://www.coingecko.com/en/nft/long-neckie-ladies +https://www.coingecko.com/en/nft/meta-angels-nft +https://www.coingecko.com/en/nft/cryptodickbutts +https://www.coingecko.com/en/nft/dolce-gabbana-dgfamily +https://www.coingecko.com/en/nft/anybodies +https://www.coingecko.com/en/nft/digidaigaku-heroes +https://www.coingecko.com/en/nft/blueberrylab +https://www.coingecko.com/en/nft/metakozo-official +https://www.coingecko.com/en/nft/volted-dragons-sailors-club-vdsc +https://www.coingecko.com/en/nft/aboard-exchange-space-puzzle +https://www.coingecko.com/en/nft/party-degenerates +https://www.coingecko.com/en/nft/babyskullz +https://www.coingecko.com/en/nft/warriors-of-aradena +https://www.coingecko.com/en/nft/bellygom-world-official +https://www.coingecko.com/en/nft/getkicks-genesis-collection +https://www.coingecko.com/en/nft/nyolings +https://www.coingecko.com/en/nft/ice-poker-tournament-wearables +https://www.coingecko.com/en/nft/coolman-s-universe +https://www.coingecko.com/en/nft/jazdid-bab +https://www.coingecko.com/en/nft/cyber-frogs +https://www.coingecko.com/en/nft/salt-v4 +https://www.coingecko.com/en/nft/muhammad-ali-the-next-legends-gym-bags +https://www.coingecko.com/en/nft/transdimensional-fox-federation +https://www.coingecko.com/en/nft/big-bear-syndicate +https://www.coingecko.com/en/nft/robonaut +https://www.coingecko.com/en/nft/mg-land +https://www.coingecko.com/en/nft/gods +https://www.coingecko.com/en/nft/nft-sensei-lifetime-access +https://www.coingecko.com/en/nft/cyber-samurai +https://www.coingecko.com/en/nft/pirate-captain +https://www.coingecko.com/en/nft/moodies +https://www.coingecko.com/en/nft/cnp-gotouchi +https://www.coingecko.com/en/nft/kenome +https://www.coingecko.com/en/nft/distortion-genesis +https://www.coingecko.com/en/nft/coalition-crew-2-0 +https://www.coingecko.com/en/nft/the-potatoz +https://www.coingecko.com/en/nft/binance-nft-mystery-box-tower +https://www.coingecko.com/en/nft/degenerate-trash-pandas +https://www.coingecko.com/en/nft/genesis-genopets-habitats +https://www.coingecko.com/en/nft/mirror-pass-genesis +https://www.coingecko.com/en/nft/valhallareserve +https://www.coingecko.com/en/nft/ape-hater-club +https://www.coingecko.com/en/nft/justin-aversano-cognition +https://www.coingecko.com/en/nft/the-captainz +https://www.coingecko.com/en/nft/the-pendings +https://www.coingecko.com/en/nft/frenly-pandas +https://www.coingecko.com/en/nft/foxfam +https://www.coingecko.com/en/nft/jadu-hoverboard +https://www.coingecko.com/en/nft/casual-sloths-official +https://www.coingecko.com/en/nft/anime-metaverse-soulmates +https://www.coingecko.com/en/nft/earpitz +https://www.coingecko.com/en/nft/playbux-early-bird-quest +https://www.coingecko.com/en/nft/capsule-house +https://www.coingecko.com/en/nft/solsteads-surreal-estate +https://www.coingecko.com/en/nft/mongen +https://www.coingecko.com/en/nft/poorsche-nft +https://www.coingecko.com/en/nft/the-smurfs-society-access-crystals +https://www.coingecko.com/en/nft/non-fungible-people-by-daz-3d +https://www.coingecko.com/en/nft/pennymoon-nfts +https://www.coingecko.com/en/nft/dogeumnfts +https://www.coingecko.com/en/nft/who-is-banksy-vol-1 +https://www.coingecko.com/en/nft/io-imaginary-ones +https://www.coingecko.com/en/nft/the-mekabots +https://www.coingecko.com/en/nft/learn-and-earn-at-imtoken-v +https://www.coingecko.com/en/nft/1984-worldwide +https://www.coingecko.com/en/nft/particle-banksy-love-is-in-the-air +https://www.coingecko.com/en/nft/adidas-for-prada-re-source +https://www.coingecko.com/en/nft/hello-kitty-and-friends-world-eth +https://www.coingecko.com/en/nft/the-weirdo-ghost-gang +https://www.coingecko.com/en/nft/arbifan 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+https://www.coingecko.com/en/coins/the-sandbox +https://www.coingecko.com/en/coins/binapet +https://www.coingecko.com/en/coins/sota-finance +https://www.coingecko.com/en/coins/crypto-kombat +https://www.coingecko.com/en/coins/gem-exchange-and-trading +https://www.coingecko.com/en/coins/unifty +https://www.coingecko.com/en/coins/pepedex +https://www.coingecko.com/en/coins/unicly-genesis-collection +https://www.coingecko.com/en/coins/twinci +https://www.coingecko.com/en/coins/uniqueone-photo +https://www.coingecko.com/en/coins/fusible +https://www.coingecko.com/en/coins/digicol-token +https://www.coingecko.com/en/coins/forcecowboy +https://www.coingecko.com/en/coins/soltato-fries +https://www.coingecko.com/en/coins/fm-gallery +https://www.coingecko.com/en/coins/srnartgallery +https://www.coingecko.com/en/coins/nft-alley +https://www.coingecko.com/en/coins/eight-hours +https://www.coingecko.com/en/coins/ethverse +https://www.coingecko.com/en/coins/benddao +https://www.coingecko.com/en/coins/bytenext +https://www.coingecko.com/en/coins/dreams-quest +https://www.coingecko.com/en/coins/doggy +https://www.coingecko.com/en/coins/cryptoplanes +https://www.coingecko.com/en/coins/ash +https://www.coingecko.com/en/coins/hero-arena +https://www.coingecko.com/en/coins/unicly-mooncats-collection +https://www.coingecko.com/en/coins/hodl +https://www.coingecko.com/en/coins/donkey +https://www.coingecko.com/en/coins/mask-vault-nftx +https://www.coingecko.com/en/coins/glyph-vault-nftx +https://www.coingecko.com/en/coins/mech-master +https://www.coingecko.com/en/coins/1million-nfts +https://www.coingecko.com/en/coins/ninja-protocol +https://www.coingecko.com/en/coins/gamecredits +https://www.coingecko.com/en/coins/dexioprotocol-v1 +https://www.coingecko.com/en/coins/unique-fans +https://www.coingecko.com/en/coins/wrapped-ecomi +https://www.coingecko.com/en/coins/thetan-arena +https://www.coingecko.com/en/coins/bgan-vault-nftx +https://www.coingecko.com/en/coins/bakc-vault-nftx +https://www.coingecko.com/en/coins/monster +https://www.coingecko.com/en/coins/thetan-coin +https://www.coingecko.com/en/coins/wizards-and-dragons +https://www.coingecko.com/en/coins/overlord-game +https://www.coingecko.com/en/coins/zuz-protocol +https://www.coingecko.com/en/coins/peacockcoin-eth +https://www.coingecko.com/en/coins/mooncat-vault-nftx +https://www.coingecko.com/en/coins/wrapped-moon-cats +https://www.coingecko.com/en/coins/uwu-vault-nftx +https://www.coingecko.com/en/coins/happyland +https://www.coingecko.com/en/coins/pixls-vault-nftx +https://www.coingecko.com/en/coins/tokonft +https://www.coingecko.com/en/coins/solo-vault-nftx +https://www.coingecko.com/en/coins/eroverse +https://www.coingecko.com/en/coins/whale-vault-nftx +https://www.coingecko.com/en/coins/duck-vault-nftx +https://www.coingecko.com/en/coins/pudgy-vault-nftx +https://www.coingecko.com/en/coins/dinoegg +https://www.coingecko.com/en/coins/purr-vault-nftx +https://www.coingecko.com/en/coins/spunk-vault-nftx +https://www.coingecko.com/en/coins/wizard-vault-nftx +https://www.coingecko.com/en/coins/mobland +https://www.coingecko.com/en/coins/magic-beasties +https://www.coingecko.com/en/coins/trism +https://www.coingecko.com/en/coins/unicorn-milk +https://www.coingecko.com/en/coins/hdpunk-vault-nftx +https://www.coingecko.com/en/coins/harambe +https://www.coingecko.com/en/coins/waxe +https://www.coingecko.com/en/coins/starmon-token +https://www.coingecko.com/en/coins/phunk-vault-nftx +https://www.coingecko.com/en/coins/fuji +https://www.coingecko.com/en/coins/supremacy +https://www.coingecko.com/en/coins/lootbox-io +https://www.coingecko.com/en/coins/zoo-crypto-world +https://www.coingecko.com/en/coins/kaby-arena +https://www.coingecko.com/en/coins/dark-energy-crystals +https://www.coingecko.com/en/coins/foxy-equilibrium +https://www.coingecko.com/en/coins/bunicorn +https://www.coingecko.com/en/coins/maidcoin +https://www.coingecko.com/en/coins/loserchick-egg +https://www.coingecko.com/en/coins/block-creatures +https://www.coingecko.com/en/coins/nftblackmarket +https://www.coingecko.com/en/coins/cryptocars +https://www.coingecko.com/en/coins/gan-punks +https://www.coingecko.com/en/coins/meme-ltd +https://www.coingecko.com/en/coins/chads-vc +https://www.coingecko.com/en/coins/chubbies +https://www.coingecko.com/en/coins/hashmasks +https://www.coingecko.com/en/coins/hifi-gaming-society +https://www.coingecko.com/en/coins/bladewarrior +https://www.coingecko.com/en/coins/milady-vault-nftx +https://www.coingecko.com/en/coins/authencity +https://www.coingecko.com/en/coins/dexioprotocol-v2 +https://www.coingecko.com/en/coins/monsterra-mag +https://www.coingecko.com/en/coins/dino +https://www.coingecko.com/en/coins/spider-tanks +https://www.coingecko.com/en/coins/art-gobblers-goo +https://www.coingecko.com/en/coins/jenny-dao-v2 +https://www.coingecko.com/en/coins/tokenplay +https://www.coingecko.com/en/coins/primal +https://www.coingecko.com/en/coins/binance-usd +https://www.coingecko.com/en/coins/shikoku +https://www.coingecko.com/en/coins/camelot-token +https://www.coingecko.com/en/coins/baby-doge-coin +https://www.coingecko.com/en/coins/liquity +https://www.coingecko.com/en/coins/dejitaru-tsuka +https://www.coingecko.com/en/coins/octopus-network +https://www.coingecko.com/en/coins/murall +https://www.coingecko.com/en/coins/kondux-v2 +https://www.coingecko.com/en/coins/xmon +https://www.coingecko.com/en/coins/fetch-ai +https://www.coingecko.com/en/coins/ufo-gaming +https://www.coingecko.com/en/coins/the-sandbox +https://www.coingecko.com/en/coins/jelly-esports +https://www.coingecko.com/en/coins/hifluf +https://www.coingecko.com/en/coins/hicoolcats +https://www.coingecko.com/en/coins/himoonbirds +https://www.coingecko.com/en/coins/himfers +https://www.coingecko.com/en/coins/tradewix +https://www.coingecko.com/en/coins/avatara-nox +https://www.coingecko.com/en/coins/lobster +https://www.coingecko.com/en/coins/liquicats +https://www.coingecko.com/en/coins/ghostkids +https://www.coingecko.com/en/coins/secret-skellies-society +https://www.coingecko.com/en/coins/balto-token +https://www.coingecko.com/en/coins/king-finance +https://www.coingecko.com/en/coins/horny-hyenas +https://www.coingecko.com/en/coins/prelax +https://www.coingecko.com/en/coins/liberty-square-filth +https://www.coingecko.com/en/coins/meeb-vault-nftx +https://www.coingecko.com/en/coins/sqgl-vault-nftx +https://www.coingecko.com/en/coins/step-hero-soul +https://www.coingecko.com/en/coins/face-vault-nftx +https://www.coingecko.com/en/coins/kitty-vault-nftx +https://www.coingecko.com/en/coins/bayc-vault-nftx +https://www.coingecko.com/en/coins/avastr-vault-nftx +https://www.coingecko.com/en/coins/cool-vault-nftx +https://www.coingecko.com/en/coins/punk-vault-nftx +https://www.coingecko.com/en/coins/planet-sandbox +https://www.coingecko.com/en/coins/chaincade +https://www.coingecko.com/en/coins/waifu-vault-nftx +https://www.coingecko.com/en/coins/binance-usd +https://www.coingecko.com/en/coins/shikoku +https://www.coingecko.com/en/coins/camelot-token +https://www.coingecko.com/en/coins/baby-doge-coin +https://www.coingecko.com/en/coins/liquity +https://www.coingecko.com/en/coins/dejitaru-tsuka +https://www.coingecko.com/en/coins/octopus-network diff --git a/nft-scraped_data/all_nft_doc_urls(2).txt b/nft-scraped_data/all_nft_doc_urls(2).txt new file mode 100644 index 0000000..ca2aced --- /dev/null +++ b/nft-scraped_data/all_nft_doc_urls(2).txt @@ -0,0 +1,181 @@ +https://heni.com/blog +https://docs.bridgeworld.treasure.lol/ +https://docs.treasure.lol +https://www.redditinc.com/blog +https://docs.klaykingdoms.com/ +https://blog.cryptoraiders.xyz/ +https://docs.smolverse.lol/ +https://partydegens.io/faq +https://docs.madskullz.io +https://apidocs.prod.recurforever.com +https://blog.hellokittyfrens.xyz +https://docs.weirdoghost.com/ +https://www.thealienboy.com/blog-feed.xml +https://dydx.exchange/blog/introducing-hedgies +https://docs.lens.xyz/docs/faq +https://docs.lens.xyz +https://docs.sunflower-land.com/support/privacy-policy +https://docs.sunflower-land.com/ +https://docs.sunflower-land.com/getting-started/about +https://docs.sunflower-land.com/ +https://docs.doodles.app/ +https://docs.doodles.app/space-doodles-documentation +https://mcp3d.com/doc/?page=basic_influence +https://mcp3d.com/doc/?page=asset_land +https://mcp3d.com/doc/?page=asset_district +https://mcp3d.com/doc/?page=asset_appliance +https://mcp3d.com/doc/?page=asset_build +https://mcp3d.com/doc/?page=asset_pack +https://mcp3d.com/doc/?page=howto_welcome +https://mcp3d.com/doc/?page=howto_start +https://mcp3d.com/doc/?page=intro_what +https://mcp3d.com/doc/?page=asset_pet +https://mcp3d.com/doc/?page=asset_car +https://mcp3d.com/doc/?page=howto_ways +https://mcp3d.com/doc/?page=asset_citizen +https://mcp3d.com/doc/?page=intro_story +https://mcp3d.com/doc/ +https://mcp3d.com/doc/?page=intro_economics +https://docs.ens.domains/ +https://docs.ens.domains/bug-bounty-program +https://docs.ens.domains/ +https://docs.synthetix.io/integrations/ens/ +https://docs.ens.domains/ +https://docs.owloper.com +https://blog.cryptoraiders.xyz/ +https://doc.chikn.farm/ +https://docs.gaiaprotocol.com +https://docs.gaiaprotocol.com +https://blog.planetix.com/ +https://www.monkeybaby.business/faq +https://docs.gmstudio.art/ +https://docs.gmstudio.art/ +https://deeznftblog.com/ +https://docs.cyberbrokers.com +https://docs.hel.io +https://docs.hel.io/ +https://info.docs.hel.io/terms +https://info.docs.hel.io/privacy +https://helionsfaq.docs.hel.io/ +https://helions.docs.hel.io/ +https://blog.hel.io/ +https://docs.generativedungeon.com +https://docs.sound.xyz +https://doc.chikn.farm/ +https://docs.brightmoments.io/ +https://blog.cryptoraiders.xyz/ +https://blog.veefriends.com/ +https://blog.veefriends.com +https://www.mugler.com/int/searchc?fdid=blog +https://www.mugler.com/int/searchc?fdid=blog +https://www.bullsandapesproject.com/blog +https://www.bullsandapesproject.com/faqs +https://blog.veefriends.com/ +https://blog.veefriends.com +https://blog.planetix.com/ +https://docs.netvrk.co/roadmap +https://docs.netvrk.co/ +https://www.realvision.com/faq +https://www.realvision.com/faq +https://www.realvision.com/blog +https://doc.ogcrystals.com/dao/ +https://docs.angrypolarbears.com +https://wearezinu.com/faq/ +https://docs.consortiumkey.com/ +https://www.redditinc.com/blog +https://docs.galxe.com/ +https://blog.galxe.com/ +https://docs.gmstudio.art/ +https://docs.gmstudio.art/ +https://docs.atticc.xyz/early-adopter-pass-nft' +https://docs.atticc.xyz/' +https://heymint.xyz/blog/nft-terminology +https://docs.proof.xyz +https://docs.kryptoria.io/the-universe/tv-episodes +https://docs.kryptoria.io/ +https://docs.kryptoria.io/ +https://docs.kryptoria.io/ +https://docs.kryptoria.io/the-universe/tv-episodes +https://docs.byopills.com/ +https://docs.floki.com/floki-whitepaper/ +https://docs.theflokiinu.com/tokenomics/operations +http://docs.floki.com +https://docs.theflokiinu.com/legal/project-x +https://docs.theflokiinu.com/ +https://docs.oncyber.io +https://docs.oncyber.io/ +https://docs.oncyber.io/faq +https://docs.did.id/developers/integration-guide +https://blog.did.id/ +https://docs.did.id/ +https://docs.did.id/contribute-to-das/keeper +https://docs.did.id/contribute-to-das/referral +https://docs.did.id/we-are-hiring/position-list +https://docs.did.id/contribute-to-das/registrar +https://docs.did.id/register-das/charsets +https://docs.did.id/developers/build-application +https://www.redditinc.com/blog +https://whitepaper.theorcs.io/additionally/faq +https://docs.everdome.io +https://doc.chikn.farm/ +https://metasoccer.com/blog +https://www.redditinc.com/blog +https://www.crosstheages.com/faq/ +http://docs.wolfer.finance/ +http://docs.wolfer.finance/ +http://docs.wolfer.finance/ +https://docs.galxe.com/ +https://blog.galxe.com/ +https://docs.frogfrens.co/whitepaper/ +https://api.hive.blog +https://docs.madskullz.io +https://blog.compass.art/ +https://docs.monkeykingdom.io +https://docs.monkeykingdom.io/ +https://docs.curio.cards/ +https://gamee.gitbook.io/faqs +https://www.redditinc.com/blog +http://tim.blog/about +https://tim.blog/cockpunch-license/ +https://tim.blog/privacy-policy/ +https://tim.blog/2022/11/18/the-legend-of-cockpunch/ +https://docs.metroverse.com/ +https://hexgo.com/#faq-section +https://hexgo.com/#faq-section +https://docs.netvrk.co/roadmap +https://docs.netvrk.co/ +https://docs.bridgeworld.treasure.lol/ +https://docs.treasure.lol +https://docs.impostors.gg/ +https://blog.naver.com/ageofzen +https://docs.gmstudio.art/ +https://docs.gmstudio.art/ +https://docs.pixels.xyz/ +https://www.redditinc.com/blog +https://docsend.com/view/f8gnhc4kiw5dizhb +https://eggbook.edgyeggs.wtf/extras/faqs +https://doc.chikn.farm/ +http://schema.org/BlogPosting +https://turtles.so/documents/whitepaper +https://docs.stylike.io/ +https://docs.pinksale.finance/important/pinksale-kyc +https://docs.ordinals.com/ +https://docs.ordinals.com
 depth_allowed: return + get_all_contents(url_on_page, parent_url, depth) + + + +# ------main------ +with open("all_doc_urls.txt", "r") as f: + data = f.read() + all_doc_urls = data.split("\n") + +depth_allowed = 10 +for url in all_doc_urls: + get_all_contents(url, url, depth=0) \ No newline at end of file diff --git a/protocols-scraped_data/selenium_scraper-doc_urls.py b/protocols-scraped_data/selenium_scraper-doc_urls.py new file mode 100644 index 0000000..9749965 --- /dev/null +++ b/protocols-scraped_data/selenium_scraper-doc_urls.py @@ -0,0 +1,55 @@ +import re +import time +from selenium import webdriver +from selenium.webdriver.chrome.options import Options +from bs4 import BeautifulSoup + +def driversetup(DRIVER_PATH): + options = Options() + options.headless = True + options.add_argument("--window-size=1920,1200") + + driver = webdriver.Chrome(options=options, executable_path=DRIVER_PATH) + return driver + +def pagesource(url, driver): + driver = driver + driver.get(url) + page_source = driver.page_source + # soup = BeautifulSoup(page_source) + driver.close() + return page_source #, soup + +# ------main------ +# patterns = ['faq', 'doc'] + +with open("all_protocol_urls.txt", "r") as f: + data = f.read() + all_protocol_urls = data.split("\n") + +all_doc_urls, no_doc_urls, not_parsed_urls = [], [], [] +for url in all_protocol_urls: + driver = driversetup(DRIVER_PATH='/chromedriver') + try: + raw_html = pagesource(url=url, driver=driver) + urls_on_page = set(re.findall(r'(https?://[^\s]+)', raw_html)) + urls_on_page = [u.split('''"''')[0] for u in urls_on_page] + urls_on_page = [u for u in urls_on_page if len(u)<55] + urls_on_page = [u for u in urls_on_page if 'doc' in u or 'blog' in u or 'faq' in u] + urls_on_page = [u for u in urls_on_page if '.png' not in u and '.jpg' not in u and '.jpeg' not in u] + all_doc_urls.extend(urls_on_page) + if len(urls_on_page)==0: no_doc_urls.append(url) + + with open('all_doc_urls.txt','w') as f: + f.write('\n'.join(all_doc_urls)) + with open('no_doc_urls.txt','w') as f: + f.write('\n'.join(no_doc_urls)) + + print(f"scraped--{url}") + except: + not_parsed_urls.append(url) + with open('not_parsed_urls.txt','w') as f: + f.write('\n'.join(not_parsed_urls)) + pass + + time.sleep(5) \ No newline at end of file diff --git a/sync_data_via_web.ipynb b/sync_data_via_web.ipynb new file mode 100644 index 0000000..409db33 --- /dev/null +++ b/sync_data_via_web.ipynb @@ -0,0 +1,245 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + } + }, + "cells": [ + { + "cell_type": "code", + "source": [ + "!pip install openai\n", + "!pip install beautifulsoup4\n", + "!pip install rank_bm25\n", + "!pip install langchain" + ], + "metadata": { + "id": "oQOWsNiMFQ_T" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "import os, requests\n", + "import openai\n", + "import requests\n", + "import json\n", + "import nltk\n", + "from bs4 import BeautifulSoup\n", + "from rank_bm25 import BM25Okapi\n", + "from langchain.llms import OpenAI\n", + "nltk.download('punkt')" + ], + "metadata": { + "id": "JrwjJn2e_scH", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "9e18e9af-e657-49b3-e60b-ce554ff7bb05" + }, + "execution_count": 3, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[nltk_data] Downloading package punkt to /root/nltk_data...\n", + "[nltk_data] Package punkt is already up-to-date!\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "True" + ] + }, + "metadata": {}, + "execution_count": 3 + } + ] + }, + { + "cell_type": "code", + "source": [ + "openai_api_key = \"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\"\n", + "llm = OpenAI(openai_api_key=openai_api_key, model_name=\"text-davinci-003\", temperature=0.9)" + ], + "metadata": { + "id": "e9ecgENliX0f" + }, + "execution_count": 5, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Bing Search API" + ], + "metadata": { + "id": "zCNp66z4G69N" + } + }, + { + "cell_type": "code", + "source": [ + "def get_web_search(search_term, \\\n", + " subscription_key=\"df01e65a4da8434b841e8a81b34c9d25\", \\\n", + " search_url = \"https://api.bing.microsoft.com/v7.0/search\"):\n", + " headers = {\"Ocp-Apim-Subscription-Key\" : subscription_key}\n", + " params = {\"q\": search_term, \"textDecorations\": True, \"textFormat\": \"HTML\"}\n", + "\n", + " response = requests.get(search_url, headers=headers, params=params)\n", + " response.raise_for_status()\n", + " search_results = response.json()\n", + " return search_results" + ], + "metadata": { + "id": "HLj00GGc_rph" + }, + "execution_count": 6, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "url scrap" + ], + "metadata": { + "id": "l1pbuJoJW9tj" + } + }, + { + "cell_type": "code", + "source": [ + "def get_scraped_text(url):\n", + " corpus = \"\"\n", + " # Send an HTTP request to the URL of the webpage you want to access.\n", + " page = requests.get(url)\n", + "\n", + " soup = BeautifulSoup(page.content, 'html.parser')\n", + " text = soup.find_all('p')\n", + "\n", + " for t in text:\n", + " corpus += str(t)\n", + " return corpus" + ], + "metadata": { + "id": "b0sZRxC6PemS" + }, + "execution_count": 7, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "##Retrieval" + ], + "metadata": { + "id": "hD0OVYsc_pMJ" + } + }, + { + "cell_type": "markdown", + "source": [ + "BM25" + ], + "metadata": { + "id": "cNZ7whO1cuZM" + } + }, + { + "cell_type": "code", + "source": [ + "def init_bm25(corpus):\n", + " tokenized_corpus = [doc.split(\" \") for doc in corpus]\n", + " bm25 = BM25Okapi(tokenized_corpus)\n", + " return bm25" + ], + "metadata": { + "id": "iT8mSvfH-IiN" + }, + "execution_count": 8, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "def get_topn(bm25, query, corpus, n=1):\n", + " tokenized_query = query.split(\" \")\n", + " topn = bm25.get_top_n(tokenized_query, corpus, n=n)\n", + " return topn " + ], + "metadata": { + "id": "g4Vz8lXs-dug" + }, + "execution_count": 9, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "##Get the answer" + ], + "metadata": { + "id": "zZxiQs0Fi6eK" + } + }, + { + "cell_type": "code", + "source": [ + "query = \"What is Ethereum protocol version 2.0?\"\n", + "contexts = \"\"\n", + "prompt_head = \\\n", + "\"\"\"\n", + "Below are few contexts which are scraped from the web. There might be some HTML tags present the contexts, as the extracted text isn't cleaned, please ignore them. \n", + "While responding the query please pay careful attention to the context, you may find some answers in there.\n", + "\"\"\"\n", + "search_results = get_web_search(query)\n", + "for (i, dct) in enumerate(search_results[\"webPages\"][\"value\"]):\n", + " raw_corpus = get_scraped_text(dct[\"url\"])\n", + " if raw_corpus.strip()=='': continue\n", + " # tokenize the corpus in sentences/paragraphs\n", + " corpus = nltk.tokenize.sent_tokenize(raw_corpus)\n", + " bm25 = init_bm25(corpus)\n", + " context = get_topn(bm25, query, corpus, n=1)\n", + " contexts += f\"\\nContext {i}: {context}\"\n", + " # break # if only one context needed\n", + "prompt = \\\n", + "f\"\"\"{prompt_head}\n", + "{contexts}\n", + "Query: {query}\n", + "Response:\n", + "\"\"\"\n", + "result_without_context = llm(query)\n", + "result_with_context = llm(prompt)" + ], + "metadata": { + "id": "8ida_AWNXbQA" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "print(f\"\"\"Query: {query}\n", + "Answer (without context): {result_without_context}\n", + "Answer (with context): {result_with_context}\"\"\")" + ], + "metadata": { + "id": "3esB8s1ViIgI" + }, + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file