Deploy LLM to Manufacturing on Single GPU: REST API for Falcon 7B (with QLoRA) on Inference Endpoints

Full textual content tutorial (requires MLExpert Professional): https://www.mlexpert.io/prompt-engineering/deploy-llm-to-productionLearn 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/UaNPxVD6tvPut together for the Machine Studying interview: https://mlexpert.ioSubscribe: http://bit.ly/venelin-subscribe

Merged Mannequin on HF Hub: https://huggingface.co/curiousily/falcon-7b-qlora-chat-support-bot-faq-mergedInference Endpoints Docs: https://huggingface.co/docs/inference-endpoints/index

00:00 – Introduction01:15 – Textual content Tutorial on MLExpert.io01:42 – Google Colab Setup02:35 – Merge QLoRA adapter with Falcon 7B05:22 – Push Mannequin to HuggingFace Hub09:20 – Inference with the Merged Mannequin11:31 – HuggingFace Inference Endpoints with Customized Handler15:55 – Create Endpoint for the Deployment18:20 – Take a look at the Relaxation API21:03 – Conclusion

Cloud picture by macrovector-official

#chatgpt #gpt4 #llms #artificialintelligence #promptengineering #chatbot #transformers #python #pytorch

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