I would like to introduce you to a tool developed by me called the
Fine-tune OpenAI API GPT-3.5 Turbo Model Uploader. This tool aims to simplify the process of fine-tuning the OpenAI API GPT-3.5 Turbo model for your specific needs.
I have provided the source code on GitHub, which you can find at this my gist
The tool is released under the MIT license, allowing you to use and modify it according to your requirements.
To get started, you need to have Python installed on your system. Once you have Python set up, you can run the tool by executing the
main.py file with the appropriate command-line arguments. The tool accepts two arguments:
--file for specifying the path to your training data file in JSON format, and
--token for providing your OpenAI API token.
The tool follows a step-by-step process to fine-tune the GPT-3.5 Turbo model. Here’s a brief overview of the main steps involved:
Upload the Training Data File: The tool uploads your training data file to the OpenAI API. This step is crucial as it provides the necessary data for fine-tuning the model.
Check File Processing Status: After uploading the file, the tool checks if the file has been processed by the API. It waits until the file processing is complete before proceeding to the next step.
Create a Fine-tuning Job: Once the file is processed, the tool creates a fine-tuning job using the processed file. This job is responsible for fine-tuning the GPT-3.5 Turbo model based on your data.
Wait for Job Completion: The tool waits for the fine-tuning job to complete. It periodically checks the job status until it succeeds.
Retrieve the Fine-tuned Model: After the job is completed, the tool retrieves the fine-tuned model from the job. You can then use this model for generating text based on your specific requirements.
The tool provides informative progress updates throughout the process, including the elapsed time for each step. It also utilizes color codes to enhance the readability of the output.
Please note that the tool uses the GPT-3.5 Turbo model (version
gpt-3.5-turbo-0613) for fine-tuning. Make sure you have an active OpenAI API token and sufficient training data to achieve the best results.
Feel free to explore and modify the tool according to your needs. I have done my best in developing this tool, and it can serve as a valuable asset for fine-tuning the GPT-3.5 Turbo model.
If you have any questions or need assistance, don’t hesitate to ask. Let’s dive into the world of fine-tuning with the Fine-tune OpenAI API GPT-3.5 Turbo Model Uploader!