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Danny

TheDrunkenSnail

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reacted to eaddario's post with 👍 8 days ago

Squeezing out tensor bits? I have been tinkering with quantization and pruning to reduce model sizes. So far, I've had modest success in producing, on average, 8% smaller versions with negligible loss of quality, and I think further reductions in the 10-15% range are realistic, but I've come across a behaviour I wasn't expecting! Part of the process I'm following consists of quantizing the embedding and output layers aggressively. Since the embedding layer is more about lookup than complex computation, the vectors representing the relative distances between embeddings are usually preserved well enough making this layer fairly robust to quantization. So far, so good. The output layer, on the other hand, maps the final hidden state to the vocabulary logits and therefore, small changes in these logits could lead to a different probability distribution over the vocabulary, resulting in incorrect word predictions, or so I thought. Surprisingly, I'm finding that even at Q2_K the loss of overall capability is minimal. Was this to be expected? or am I missing something? I have published a version with all the test results if you want to give it a try: https://huggingface.co/eaddario/DeepSeek-R1-Distill-Qwen-7B-GGUF I'll upload other models as time allows. Any ideas / clarifications / suggestions are very much welcomed!

liked a model 14 days ago

DavidAU/L3-Stheno-Maid-Blackroot-Grand-HORROR-16.5B-V1.5-STABLE

reacted to kadirnar's post with 👀 28 days ago

Researchers developed Sonic AI enabling precise facial animation from speech cues 🎧 Decouples head/expression control via audio tone analysis + time-aware fusion for natural long-form synthesis

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TheDrunkenSnail's activity

upvoted an article 2 months ago

Article

Merge Large Language Models with mergekit

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Jan 9, 2024

• 101

upvoted a collection 3 months ago

24 GB VRAM

Quants that run fast on single 3090/4090 card with 24GB of VRAM and 4096 context length • 18 items • Updated Aug 14, 2024 • 6

upvoted an article 4 months ago

Article

Mergoo: Efficiently Build Your Own MoE LLM

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Jun 3, 2024

• 45

upvoted a collection 5 months ago

200+ Roleplay, Creative Writing, Uncensored, NSFW models.

Newest models at bottom of the page. Please review the org model card for special instruction(s). New Models / Models by D_AU appear at the bottom. • 247 items • Updated 2 days ago • 148