#How can I batch API requests to GPT 4 Turbo

1 messages · Page 1 of 1 (latest)

slow stump
#

How can I batch API requests to GPT 4 Turbo?

soft ruinBOT
#

Hi @slow stump. I'm kapa.ai, your friendly support bot. I will try to answer your question by searching through the knowledge base. :wave:

#

To batch API requests to GPT-4 Turbo, you can use parallel processing techniques. OpenAI provides an example of how to batch parallel requests to the API in a Python script. This script parallelizes requests to the OpenAI API while throttling to stay under rate limits. It streams requests from a file to avoid running out of memory for large jobs, makes requests concurrently to maximize throughput, throttles request and token usage to stay under rate limits, retries failed requests up to a certain number of times to avoid missing data, and logs errors to diagnose problems with requests.

You can find the example script on OpenAI's GitHub repository: openai/openai-cookbook/blob/main/examples/api_request_parallel_processor.py (https://github.com/openai/openai-cookbook/blob/main/examples/api_request_parallel_processor.py)

Please note that you need to adapt this script to your specific use case and ensure that you stay within the rate limits of your OpenAI API account. You can find your rate limits on the Limits settings page (https://platform.openai.com/account/limits) of your OpenAI account.

Also, remember that the GPT-4 Turbo model has a maximum output token limit of 4096. If you exceed this limit, you will need to split your data into smaller batches. If you need to speed up the processing, you can run these smaller batches in parallel, as long as you stay within your rate limits.

Source: OpenAI Community (https://community.openai.com/t/448869)

Note: you can ask me a follow up question by @ mentioning me again :speech_balloon:

#

@slow stump kapa.ai is still learning and improving, please let us know how it did by reacting below

slow stump
#

Can you try to generate an example with TypeScript?

#

Can you try to generate an example with TypeScript? @soft ruin

soft ruinBOT
#

Let me check the knowledge base for you. One moment! :books:

#

I'm sorry, but the information extracts provided do not include any TypeScript code examples for batching API requests to GPT-4 Turbo. However, you can use the axios library in TypeScript to make HTTP requests. You would need to use Promise.all to send multiple requests concurrently. Here's a general idea of how you might structure your code:

import axios from 'axios';

async function batchRequests() {
  const requests = []; // Array to hold our promises

  // Loop to create our promises
  for (let i = 0; i < 10; i++) {
    const promise = axios.post('<https://api.openai.com/v1/engines/davinci-codex/completions',> {
      prompt: 'Translate the following English text to French: {}',
      max_tokens: 60
    }, {
      headers: {
        'Authorization': `Bearer ${process.env.OPENAI_API_KEY}`,
        'Content-Type': 'application/json'
      }
    });

    requests.push(promise);
  }

  // Use Promise.all to send all requests concurrently
  const responses = await Promise.all(requests);

  // Process responses here
  responses.forEach(response => {
    console.log(response.data);
  });
}

batchRequests();

Please replace the URL, headers, and body of the axios.post call with the appropriate values for GPT-4 Turbo. Also, ensure that you handle errors and stay within your rate limits.

For more detailed information and examples, you may want to refer to the OpenAI API documentation or the OpenAI Cookbook.

Note: you can ask me a follow up question by @ mentioning me again :speech_balloon: