|
| 1 | +from pydantic import BaseModel |
| 2 | +import requests |
| 3 | +from typing import Optional |
| 4 | +import json |
| 5 | + |
| 6 | +def scrape_text(api_key: str, website_text: str, prompt: str, schema: Optional[BaseModel] = None) -> str: |
| 7 | + """Scrape and extract structured data from website text using ScrapeGraph AI. |
| 8 | +
|
| 9 | + Args: |
| 10 | + api_key (str): Your ScrapeGraph AI API key. |
| 11 | + website_text (str): The text content to analyze. |
| 12 | + prompt (str): Natural language prompt describing what data to extract. |
| 13 | + schema (Optional[BaseModel]): Pydantic model defining the output structure, |
| 14 | + if provided. The model will be converted to JSON schema before making |
| 15 | + the request. |
| 16 | +
|
| 17 | + Returns: |
| 18 | + str: Extracted data in JSON format matching the provided schema. |
| 19 | + """ |
| 20 | + endpoint = "https://sgai-api.onrender.com/api/v1/smartscraper" |
| 21 | + headers = { |
| 22 | + "accept": "application/json", |
| 23 | + "SGAI-API-KEY": api_key, |
| 24 | + "Content-Type": "application/json" |
| 25 | + } |
| 26 | + |
| 27 | + payload = { |
| 28 | + "website_text": website_text, |
| 29 | + "user_prompt": prompt |
| 30 | + } |
| 31 | + |
| 32 | + if schema: |
| 33 | + schema_json = schema.model_json_schema() |
| 34 | + payload["output_schema"] = { |
| 35 | + "description": schema_json.get("title", "Schema"), |
| 36 | + "name": schema_json.get("title", "Schema"), |
| 37 | + "properties": schema_json.get("properties", {}), |
| 38 | + "required": schema_json.get("required", []) |
| 39 | + } |
| 40 | + |
| 41 | + try: |
| 42 | + response = requests.post(endpoint, headers=headers, json=payload) |
| 43 | + response.raise_for_status() |
| 44 | + except requests.exceptions.HTTPError as http_err: |
| 45 | + # Handle HTTP errors specifically |
| 46 | + if response.status_code == 403: |
| 47 | + return json.dumps({"error": "Access forbidden (403)", "message": "You do not have permission to access this resource."}) |
| 48 | + return json.dumps({"error": "HTTP error occurred", "message": str(http_err), "status_code": response.status_code}) |
| 49 | + except requests.exceptions.RequestException as e: |
| 50 | + # Handle other request exceptions (e.g., connection errors, timeouts) |
| 51 | + return json.dumps({"error": "An error occurred", "message": str(e)}) |
| 52 | + |
| 53 | + return response.text |
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