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Very much enjoyed sucking 🔞MamaFox🔞's lovely horsecock uwu definitely didnt keep at it for hours on end... ;3 Streamed on #furry #vrchat #streamclip #blowjob #deepthroat #novabeast #horsecock #futanari

15,172 Aufrufe • vor 3 Monaten •via X (Twitter)

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i spent 3 hours finding the sweet spot for hermes 4.3 36B on a single RTX 3090. saving you the trouble, anon. the model is 21.8GB at Q4_K_M. that leaves 2.2GB free on 24GB VRAM. not much room for KV cache. here's what actually happened: 4K: 35.3 tok/s 8K: 35.2 tok/s 16K: 34.8 tok/s 32K: 34.6 tok/s 64K: 6.4 tok/s 128K: 1.9 tok/s flat from 4K to 32K. then it falls off a cliff at 64K. the trick is quantized KV cache. without it you OOM at 16K. with quantized KV cache you get 32K at full speed. all 64 layers on GPU. at 64K something weird happens. ngl 99 (all layers on GPU) = 3.96 tok/s. the KV cache silently spills to CPU. drop to ngl 55 and speed jumps to 6.37. drop to ngl 48 and it gets worse again (3.46). there's an offload sweet spot where you free just enough VRAM for the cache without losing too much compute to PCIe transfers. 128K works at ngl 32 but you're at 1.95 tok/s. half the model on CPU. usable for batch work, not for interactive. the sweet spot command: llama-server -m hermes-4.3-36b-Q4_K_M.gguf -ngl 99 -c 32768 --cache-type-k q4_0 --cache-type-v q4_0 32K context. 34.6 tok/s. all on GPU. this is where dense 36B lives on 24GB. for comparison, qwen 3.5 (35B MoE, 3B active) holds 112 tok/s from 4K all the way to 262K on the same GPU. no speed drop. same total params, completely different architecture. hybrid linear attention means flat context scaling. dense pays for every token in the KV cache. code and quality comparison coming next. fast vs slow generation side by side in the videos below.

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JOONG BONIA IN KL #BONIAwithJoong full ig live ~ 🌞today i’m extremely sleepy because i barely slept last night. but i feel bad for the fans who had to see me while i was sleepy today. my eyes are like… my spirit is really fighting hard today. i mean i opened my eyes already but they can only open this much - see? 🌞so i came on a livestream to thank everyone. honestly at this time i should probably already be knocked out asleep but i still came on live to say thank you. thank you so much to all my fans thank you for welcoming me so warmly in Malaysia. coming back to Malaysia again makes me really happy and it feels like i still miss it - i can still feel it. i still remember the good feelings from the last time i came here and coming back this time everyone is still just as lovely as before. i took so many photos. later i’ll try to share them with everyone on twitter i’ll try to post the photos for everyone to see. that’s about it 🌞thank you so much everyone.i really can’t take it anymore honestly. but i’m sorry. it’s like sometimes my heart is very fragile …. sometimes my spirit really fights hard but my face—especially my eyes—really can’t handle it anymore - my eyes really can’t fight anymore. if one day you see my eyes having 3 layers like this - see? this one is 1 layer like this see? then it becomes 2 layers like double eyelids see? if it’s like this it means i didn’t sleep much. just know that i slept very little. over 2 days i only slept around 4 hours in total about 4 to 5 hours which means around 2 and a half hours per day. love you

🇻🇳Jaidee’s aunt Bamnie🐣

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🐻(Choose between) U get to sleep only for 4 hours but on a very soft pillow vs 14 hrs of sleep with no pillows 🐥Nice, this is how u play the game 🐹But the suggested conditions are not suitable for me cos I sleep without a pillow. 🐻Then, lets say u get no blanket. 🐹But tbh, I dont sleep under my comforter, rather sleep on top of it. 🐻How about at A/C temperature of 18 degrees and cold hands and feet. 🐹I sleep without the A/C on. 🐻Just what if. Like you have to keep it on and sleep for 14 hours. But u r not allowed to wake up 🐹Uhh, I feel like your 'what if' conditions are based on your own standards, so they don’t quite apply to me. 🐨If u guys keep doing it, u will end up catching cold 🐹As I don't turn on the A/C, I don't sleep with my comforter on me. And I also don't use a pillow to sleep on, so your 'what if" scenarios are not too resonating on me. How about, 'U get to sleep for 14 hours but cockroaches are crawling around. 🐻No, rather, the curtains are open and light keeps coming in 🐹It doesn’t block out the light? 🐥How about Tae keeps whispering (to bother) for 14 hours next to u 🐻(whispering) are u sleeping well? 🐹I'll be super upset? That means I wont get to have a full 14 hour sleep (technically)? 🐻But he cant wake up 🐨Then he won't hear? 🐻Like sleep paralysis 🐹But as u know, I am a very light sleeper. 🐥Right, We know. 🐹I even wake up right away when someone opens the hotel room door of my room. 🐥Hyung, u even wake up at ppl snoring. 🐨That's right. 🐹I had a hard time with jet lag in Vegas last time too.

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