This is a guide on how to use and modify the Resume Analyzer application. The application uses OpenAI's GPT-3 model to analyze resumes and generate a set of questions based on the resume content.
- Run the application.
- Upload a PDF or DOCX file of a resume using the file uploader.
- Wait for the analysis to complete.
- The analysis result will be displayed on the left side of the screen, and the uploaded resume will be displayed on the right side.
The OpenAI model used in this application is specified in the analyze_with_openai function. To change the model, follow these steps:
- Locate the
analyze_with_openaifunction in thers/app_modified.pyfile. - Find the line where the
modelvariable is defined. The line should look like this:model = "gpt-3.5-turbo-16k". - Replace
"gpt-3.5-turbo-16k"with the name of the desired model. For example, if you want to use thetext-davinci-002model, the line should look like this:model = "text-davinci-002".
The prompt used in this application is specified in the analyze_with_openai function. To change the prompt, follow these steps:
- Locate the
analyze_with_openaifunction in thers/app_modified.pyfile. - Find the line where the
messageslist is defined. The line should look like this:messages = [{...}, {...}]. - The second dictionary in the
messageslist contains the prompt. The line should look like this:{"role": "user", "content": text}. - Replace
textwith the desired prompt. For example, if you want the prompt to be "Please analyze this resume", the line should look like this:{"role": "user", "content": "Please analyze this resume"}.
Please note that changing the prompt or the model may affect the performance of the application. It is recommended to have a basic understanding of how OpenAI's GPT-3 works before making these changes.