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> I had older NVIDIA card (RTX 3070) and llama.cpp instalation was smooth

what model was it that you were able to run with the rtx 3070?

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I was able to fit only small models Qwen3.5-4B in RTX3070 which is not very useful for Python and SQL generation thought. When I wan to test larger open LLM models I often just use cloud resources.
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