LLM Output Formats 💻

To properly train LLMs, a lot of high quality unbiased data is needed. There is a lot of public data that is relevant for LLMs, but at times, that data can be too noisy and too large. Luckily, we have a solution. One that gathers large-scale data and cleans it by removing irrelevant or duplicate content. The result - structured format responses, that can be used to train LLMs effectively.

Output Format

SDE APIs

Sync, Async, Proxy APIs

Default

JSON

HTML

text

JSON

text

Text is not supported by the .

markdown

CSV as markdown table

markdown

SDE API endpoints effectively return a CSV output, but its reformatted as a markdown table.

API REQUEST

try {
String apiKey = "API_KEY";
String url = "https://api.scraperapi.com?api_key=" + apiKey + "&output_format=OUTPUT_FORMAT&url=https://www.google.com/search?q=Carglass+GmbH+Halle+%28Saale%29+%28Stadtbezirk+Nord%29&hl=en";
URL urlForGetRequest = new URL(url);
String readLine = null;
HttpURLConnection connection = (HttpURLConnection) urlForGetRequest.openConnection();
connection.setRequestMethod("GET");
int responseCode = connection.getResponseCode();
if (responseCode == HttpURLConnection.HTTP_OK) {
BufferedReader in = new BufferedReader(new InputStreamReader(connection.getInputStream()));
StringBuffer response = new StringBuffer();
while ((readLine = in.readLine()) != null) {
response.append(readLine);
}
in.close();
System.out.println(response.toString());
} else {
throw new Exception("Error in API Call");
}
} catch (Exception ex) {
ex.printStackTrace();
}
}
}

ASYNC REQUEST

try {
String apiKey = "API_KEY";
String urlString = "https://async.scraperapi.com/jobs";
String jsonInputString = "{\"apiKey\": \"" + apiKey + "\", \"apiParams\": {\"output_format\": \"OUTPUT_FORMAT\"}, \"url\": \"https://www.google.com/search?q=Carglass+GmbH+Halle+%28Saale%29+%28Stadtbezirk+Nord%29&hl=en\"}";
URL url = new URL(urlString);
HttpURLConnection connection = (HttpURLConnection) url.openConnection();
connection.setRequestMethod("POST");
connection.setRequestProperty("Content-Type", "application/json");
connection.setDoOutput(true);
try (OutputStream os = connection.getOutputStream()) {
byte[] input = jsonInputString.getBytes("utf-8");
os.write(input, 0, input.length);
}
int responseCode = connection.getResponseCode();
BufferedReader in = new BufferedReader(new InputStreamReader(connection.getInputStream()));
String inputLine;
StringBuilder response = new StringBuilder();
while ((inputLine = in.readLine()) != null) {
response.append(inputLine);
}
in.close();
System.out.println("Response Code: " + responseCode);
System.out.println("Response: " + response.toString());
} catch (Exception e) {
e.printStackTrace();
}
}
}

PROXY MODE - COMING SOON!

Sample Response

Markdown:

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