https://github.com/ranfysvalle02/l04d-t3st
https://github.com/ranfysvalle02/l04d-t3st
Last synced: 7 months ago
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- Host: GitHub
- URL: https://github.com/ranfysvalle02/l04d-t3st
- Owner: ranfysvalle02
- Created: 2025-01-22T04:57:47.000Z (9 months ago)
- Default Branch: main
- Last Pushed: 2025-01-22T06:27:06.000Z (9 months ago)
- Last Synced: 2025-01-22T06:27:39.381Z (9 months ago)
- Language: Python
- Size: 1.95 KB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# Implementing Load Balancing Logic in a Flask Chatbot
In this post, we will dive deep into the load balancing logic implemented in a Flask-based chatbot that utilizes Azure OpenAI's models. Load balancing is crucial for ensuring that our application can handle varying loads effectively and maintain high availability by seamlessly switching between different models based on their performance and availability.
## Understanding Load Balancing in Chatbots
Load balancing in the context of a chatbot refers to the strategy of distributing user requests across multiple models or instances. This approach helps:
1. **Avoid Rate Limits**: Different models may have different rate limits and capabilities. By distributing requests among them, we can minimize the chances of hitting these limits.
2. **Enhance Availability**: If one model is experiencing issues or is unavailable, the system can automatically switch to another model, ensuring that the chatbot remains operational.
3. **Optimize Performance**: Different models may perform better for specific queries. Load balancing allows us to utilize the strengths of each model effectively.
## OUTPUT
```
127.0.0.1 - - [22/Jan/2025 01:18:22] "GET /?query=testing HTTP/1.1" 200 -
127.0.0.1 - - [22/Jan/2025 01:18:22] "GET /?query=testing HTTP/1.1" 200 -
Error with model gpt-4o: Error code: 429 - {'error': {'code': '429', 'message': 'Requests to the ChatCompletions_Create Operation under Azure OpenAI API version 2023-07-01-preview have exceeded token rate limit of your current OpenAI S0 pricing tier. Please retry after 7 seconds. Please go here: https://aka.ms/oai/quotaincrease if you would like to further increase the default rate limit.'}}
Switching to gpt-35-turbo...
Error with model gpt-4o: Error code: 429 - {'error': {'code': '429', 'message': 'Requests to the ChatCompletions_Create Operation under Azure OpenAI API version 2023-07-01-preview have exceeded token rate limit of your current OpenAI S0 pricing tier. Please retry after 7 seconds. Please go here: https://aka.ms/oai/quotaincrease if you would like to further increase the default rate limit.'}}
Switching to gpt-35-turbo...
127.0.0.1 - - [22/Jan/2025 01:19:01] "GET /?query=testing HTTP/1.1" 200 -
127.0.0.1 - - [22/Jan/2025 01:19:01] "GET /?query=testing HTTP/1.1" 200 -
127.0.0.1 - - [22/Jan/2025 01:19:01] "GET /?query=testing HTTP/1.1" 200 -
127.0.0.1 - - [22/Jan/2025 01:19:01] "GET /?query=testing HTTP/1.1" 200 -
```