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I have a similar setup. GPUs were $1.6k US, rest of the system was another ~$1k. This includes 256GB RAM and dual Xeons.

I bought an old server from ebay, and ripped the guts out to make a desktop computer. 128GB of ddr3 ram and 48 E5 v2 xeons for 300$.