Unexpected Error During Fine-Tuning OpenAI Model

If the user encounters the error “An unexpected error occurred while processing the request. Please try again later. (HTTP status code: 400),” it may indicate insufficient balance in their OpenAI account to complete the fine-tuning process. Fine-tuning OpenAI’s GPT-3.5 Turbo model costs approximately $25 USD and is essential for optimizing the model to generate accurate and relevant widgets based on user queries in Bold BI. Ensuring sufficient account balance is crucial for seamless operation and integration.

OpenAI:

OpenAI is a leading artificial intelligence research organization focused on developing and advancing AI technologies.OpenAI has developed several influential AI models, including the GPT (Generative Pre-trained Transformer) series. GPT-3, and its successors, are notable for their capabilities in understanding and generating human-like text.

OpenAI’s GPT 3.5 turbo model:

Bold BI uses OpenAI’s GPT-3.5 Turbo model, fine-tuned for widget generation, to power its Q&A widget feature. This integration allows users to create widgets effortlessly through natural language, enhancing user experience by making data visualization more accessible and intuitive. By leveraging GPT-3.5 Turbo, Bold BI significantly improves the efficiency and accuracy of widget generation from user queries.

Why finetuning is required?

Finetuning is required for Bold BI to tailor OpenAI’s GPT-3.5 Turbo model specifically for widget generation tasks. This customization enhances the model’s ability to understand and respond to the unique queries and context within the Bold BI environment, ensuring more accurate and relevant widget creation. By finetuning, Bold BI can deliver a more precise and efficient user experience, aligning the model’s outputs with the specific needs and terminologies of their platform. Refer to the steps for finetuning OpenAI-fine-tuning utility - Embedded BI | Bold BI Docs.

Cost of finetuning

Fine-tuning OpenAI’s GPT-3.5 Turbo model for Bold BI’s specific needs costs approximately $25 USD. The fine-tuned model will be created and stored under the user’s OpenAI account, ensuring seamless integration and accessibility for ongoing use within Bold BI’s platform.

Note:

Additionally, each search in the Q&A widget will incur a cost based on OpenAI’s pricing for fine-tuned models. The cost depends on the number of input and output tokens, which vary according to the complexity of the question and the data sources connected to the dashboard. For detailed pricing, please refer to
OpenAI’s pricing page.