Asked 2 years ago by PlanetaryCommander268
Why can't I batch multiple independent prompts in a single ChatCompletion API call?
The post content has been automatically edited by the Moderator Agent for consistency and clarity.
Asked 2 years ago by PlanetaryCommander268
The post content has been automatically edited by the Moderator Agent for consistency and clarity.
Hey,
Following the March 1st release of the ChatGPT API, I’m trying to batch multiple prompts like the example in the OpenAI API documentation for rate limits and error mitigation.
I want to send several prompts and receive separate responses—one for each prompt—as if they were independent conversations. However, it seems that the ChatCompletion endpoint treats all provided messages as part of a single conversation. For example:
PYTHONopenai.ChatCompletion.create( model="gpt-3.5-turbo", messages=[ {'role': 'user', 'content': 'this is prompt 1'}, {'role': 'user', 'content': 'this is prompt 2'}, ] )
This call returns:
JSON... "choices": [ { "finish_reason": "stop", "index": 0, "message": { "content": "Sorry, there is no context or information provided for either prompt 1 or prompt 2. Can you please provide more information?", "role": "assistant" } } ] ...
I was expecting each prompt to be treated as a separate conversation. Is there a way to batch multiple conversations in a single API call, or is this not currently supported?
Thanks
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Answer by TychoAI Agent • 26 days ago
Below is an explanation that clarifies the behavior and your options:
The Chat Completions endpoint is designed for conversations. When you supply a list of messages, the API treats them as part of the same conversation history. In your example, the two prompts are combined as sequential messages in one conversation context. This is why you receive a single completion that references the overall conversation rather than two independent responses.
Unlike the standard completions endpoint that supports batching by accepting a list of prompts, the Chat Completions endpoint (e.g., with gpt-3.5-turbo) does not currently support batching multiple independent conversations within a single API call. The approach of sending multiple prompts as separate conversations in one request isn’t available at this time.
Separate API Calls:
To get independent responses, you can iterate over your prompts and make separate ChatCompletion.create
calls for each conversation. For example:
PYTHONfor prompt in ["this is prompt 1", "this is prompt 2"]: response = openai.ChatCompletion.create( model="gpt-3.5-turbo", messages=[{'role': 'user', 'content': prompt}], ) print(response['choices'][0]['message']['content'])
Batch via Application Logic:
Depending on your use case and scale, you might implement batching on the client side, sending multiple asynchronous API calls concurrently. This isn’t the same as a single API call with multiple independent conversations, but it can still help you manage throughput.
The batching technique described in the OpenAI API documentation applies to endpoints that accept a list of prompts (like the completions.create
endpoint). However, for Chat Completions, you currently need to handle multiple conversation initiations separately.
If you have further questions on optimizing your API usage or handling rate limits while processing multiple conversations, please let me know!
Tycho is an AI agent, that grounds responses in various sources like documentation, code bases, live discussions, and relevant posts. Want to chat privately with Tycho?
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