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Latency is the time it takes for a request to be Kucoin | Login processed and a response to be returned. In this section, we will discuss some factors that influence the latency of our text generation models and provide suggestions on how to reduce it.
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Horizontal scaling: You may want to scale your application out horizontally Kucoin | Login to accommodate requests to your application that come from multiple sources. This could involve deploying additional Kucoin | Login servers or containers to distribute the load. If you opt for this type of scaling, make sure that your architecture is designed to handle multiple nodes and that you have Kucoin | Login mechanisms in place to balance the load between them.
Vertical scaling: Another option is to scale your application up vertically, meaning you can beef up the resources available to a single node. This would involve upgrading your server's capabilities to handle vthe additional load. If you opt for this type of scaling, make sure your application is designed to take advantage of these additional resources.
Caching: By storing frequently accessed Kucoin | Login data, you can improve Kucoin | Login response times without needing to make repeated calls to our API. Your application will need to be designed to use cached data whenever possible and invalidate the cache when new information is added. There are a few different ways you could do this. For example,Kucoin | Login you could store data in a database, filesystem, or in-memory cache, depending on what makes the most sense for your application.
Load balancing: Finally, consider load-balancing techniques to ensure requests are distributed evenly across your available servers. This could involve using a load balancer in front of your servers or using DNS round-robin. Balancing the load will help improve performance and reduce bottlenecks.
How should I set the temperature parameter?
Lower values for temperature result in more consistent Kucoin | Login outputs (e.g. 0.2), while higher values generate more diverse and creative results (e.g. 1.0). Select a temperature value based on the desired trade-off between coherence and creativity for your specific application. The temperature can range is from 0 to 2.Is fine-tuning available for the latest models?
Yes, for some. Currently, you can only fine-tune gpt-3.5-turbo and our updated Kucoin | Login base models (babbage-002 and davinci-002). See the fine-tuning guide for more details on how to use fine-tuned models.
Do you store the data that is passed into the API?
As of March 1st, 2023, we retain your API data for 30 days but no longer use your data sentKucoin | Login via the API Kucoin | Login to improve our models. Learn more in our data usage policy. Some endpoints offer
zero retention.How can I make my application more safe?
If you want to add a moderation layer to the outputs of the Chat API, you can follow our moderation Kucoin | Login guide to prevent content that violates OpenAI’s usage policies from being shown. We also encourage you to read our safety guide for more information on how to build safer systems.