Full textual content tutorial (requires MLExpert Professional): https://www.mlexpert.io/prompt-engineering/deploy-llm-to-production
Learn how to deploy a fine-tuned LLM (Falcon 7B) with QLoRA to manufacturing?
After coaching Falcon 7B with QLoRA on a customized dataset, the following step is deploying the mannequin to manufacturing. On this tutorial, we’ll use HuggingFace Inference Endpoints to construct and deploy our mannequin behind a REST API.
Discord: https://discord.gg/UaNPxVD6tv
Put together for the Machine Studying interview: https://mlexpert.io
Subscribe: http://bit.ly/venelin-subscribe
Merged Mannequin on HF Hub: https://huggingface.co/curiousily/falcon-7b-qlora-chat-support-bot-faq-merged
Inference Endpoints Docs: https://huggingface.co/docs/inference-endpoints/index
00:00 – Introduction
01:15 – Textual content Tutorial on MLExpert.io
01:42 – Google Colab Setup
02:35 – Merge QLoRA adapter with Falcon 7B
05:22 – Push Mannequin to HuggingFace Hub
09:20 – Inference with the Merged Mannequin
11:31 – HuggingFace Inference Endpoints with Customized Handler
15:55 – Create Endpoint for the Deployment
18:20 – Take a look at the Relaxation API
21:03 – Conclusion
Cloud picture by macrovector-official
#chatgpt #gpt4 #llms #artificialintelligence #promptengineering #chatbot #transformers #python #pytorch
