How to qlora 33B model on a GPU with 24GB of VRAM

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Transformers Deep Learning Inference large-language-models llms

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  • qlora

    QLoRA: Efficient Finetuning of Quantized LLMs

  • AutoGPTQ

    An easy-to-use LLMs quantization package with user-friendly apis, based on GPTQ algorithm.

    • Mine wasn't spitting out garbage, but wasn't stopping properly. I was pretty disappointed with the inference speed of QLoRA(supposed this will be fixed in a couple weeks) and moved on to playing with https://github.com/PanQiWei/AutoGPTQ/pull/102

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

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  • lora-llm-qa-g

    This TypeScript CLI tool helps you generate question-answer pairs for input examples using OpenAI's GPT-3

    • I used GPT-3 to generate the list of questions and answers. Here is the source code of the tool I used. https://github.com/mzbac/lora-llm-qa-g

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