There may be a few that allow you to fit 2x cards, but none that would support 3x I don't think, and definitely none that do 4x. 3090s and 4090s are all triple slot cards, but often motherboard are putting x16 slots spaced 2-apart, with x8 or less slots in between. there are essentially zero motherboards that space out x16 pci-e slots so that you can appropriately use more than 2 triple-slot GPUs. If you're at a motherboard manufacturer I have some definite points for you to hear. Llama.cpp is bottlenecked by bandwidth, and ~64GB is perfect. But I had a dream about an affordable llama.cpp host: The cheapest Sapphire Rapids HBM SKUs, with no DIMM slots, on a tiny, dirt cheap motherboard you can pack into a rack like sardines. On the server side, everyone is running Nvidia boxes, I guess. IGPs with access to lots of memory capacity + bandwidth will be very desirable, and I hear Intel/AMD are cooking up quad channel IGPs. Vulkan is a popular target runtimes seem to be heading for. TBH the biggest frustration is that OEMs like y'all can't double up VRAM like you could in the old days, or sell platforms with a beefy IGP, and that quad channel+ CPUs are too expensive. Inference for me is bottlenecked by my GPU and CPU RAM bandwidth. Sometimes users will split models across two 24GB CUDA GPUs. People stuff the biggest models that will fit into the collective RAM + VRAM pool, up to ~48GB for llama 70B. and are used under license by Gaijin Entertainment.The most popular performant desktop llm runtimes are pure GPU (exLLAMA) or GPU + CPU (llama.cpp). P-39 and P-63 emblems, logos, and body designs are trademarks of Textron Innovations Inc. F-84 Thunderjet, XF5F-1 Skyrocket, XP-50, F4F-3 Wildcat, F4F-4 Wildcat, F4U-1A Corsair, F4U-1B Corsair, F4U-1C Corsair, F6F-3 Hellcat, F7F-1 Tigercat, F8F-1 Bearcat, F8F-1B Bearcat, F9F-2 Panther, F9F-5 Panther, OS2U-1 Kingfisher, OS2U-3 Kingfisher, F3F, P-61 Black Widow, P-47D-25 Thunderbolt, P-47D-27 Thunderbolt, P-47M-1-RE Thunderbolt, P-47N-15 Thunderbolt and P-47D-28 Thunderbolt are trademarks of Northrop Grumman Systems Corporation and are used under license to Gaijin Entertainment.CONSOLIDATED B-24 LIBERATOR, CONSOLIDATED PBY CATALINA, LOCKHEED P-38 LIGHTNING, LOCKHEED F-80 SHOOTING STAR, MARTIN B-57 CANBERRA, associated emblems and logos, and body designs of vehicles are either registered trademarks or trademarks of Lockheed Martin Corporation in the USA and/or other jurisdictions, used under license by Gaijin Entertainment. Gaijin and War Thunder are trademarks and/or registered trademarks of Gaijin Entertainment or its licensors, all other logos are trademarks of their respective owners. Create custom content for War Thunder and share it on War Thunder Live, with the prospect of earning real money through the Revenue Share Partner System!.Astonishing graphics, authentic sound effects and beautiful music creating an atmosphere to fully immerse yourself in.Regular content updates including new vehicles, maps, missions and nations.Rich PvE content including dynamic historical campaigns and solo missions.Intense PvP experiences in full-scale combat missions at various difficulty settings for all play styles and degrees of experience.100 maps representing the main historical battle theaters.Over 2,000 highly detailed aircraft, helicopters, tanks, warships and other combat vehicles crafted carefully from historical documents and surviving sources.Seamless cross-platform gameplay between Windows PC, Linux, Mac, PlayStation®4, PlayStation®5, Xbox One with Xbox Series X|S – everyone on the same server. You can find yourself blasting your pursuers from a bomber turret, defending your teammates on the ground from an air raid with anti-aircraft guns, shooting down enemy planes with a firestorm from multiple rocket launchers, or trying to sink an enemy warship with a torpedo from a fast attack boat. You can choose from over 2,000 vehicles and an extensive variety of combat situations many of which are exclusive. In War Thunder, aircraft, attack helicopters, ground forces and naval ships collaborate in realistic competitive battles. Join now and take part in major battles on land, in the air, and at sea, fighting with millions of players from all over the world in an ever-evolving environment. War Thunder is the most comprehensive free-to-play, cross-platform, MMO military game dedicated to aviation, armoured vehicles, from the early 20th century to the most advanced modern combat units.
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