import hashlib import json import os import re import requests from embedchain.loaders.base_loader import BaseLoader VALID_URL_PATTERN = "^https:\/\/[0-9A-z.]+.[0-9A-z.]+.[a-z]+\/.*\.json$" class JSONLoader(BaseLoader): @staticmethod def load_data(content): """Load a json file. Each data point is a key value pair.""" try: from llama_hub.jsondata.base import \ JSONDataReader as LLHBUBJSONLoader except ImportError: raise Exception( f"Couldn't import the required packages to load {content}, \ Do `pip install --upgrade 'embedchain[json]`" ) loader = LLHBUBJSONLoader() if not isinstance(content, str): print(f"Invaid content input. Provide the correct path to the json file saved locally in {content}") data = [] data_content = [] # Load json data from various sources. TODO: add support for dictionary if os.path.isfile(content): with open(content, "r") as json_file: json_data = json.load(json_file) elif re.match(VALID_URL_PATTERN, content): response = requests.get(content) if response.status_code == 200: json_data = response.json() else: raise ValueError( f"Loading data from the given url: {content} failed. \ Make sure the url is working." ) else: raise ValueError(f"Invalid content to load json data from: {content}") docs = loader.load_data(json_data) for doc in docs: doc_content = doc.text data.append({"content": doc_content, "meta_data": {"url": content}}) data_content.append(doc_content) doc_id = hashlib.sha256((content + ", ".join(data_content)).encode()).hexdigest() return {"doc_id": doc_id, "data": data}