Aleksander Obuchowski's picture

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Aleksander Obuchowski

AleksanderObuchowski

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reacted to andito's post with 🔥 6 days ago

𝗜𝗻𝘁𝗿𝗼𝗱𝘂𝗰𝗶𝗻𝗴 𝘁𝗵𝗲 𝘄𝗼𝗿𝗹𝗱'𝘀 𝘀𝗺𝗮𝗹𝗹𝗲𝘀𝘁 𝘃𝗶𝘀𝗶𝗼𝗻 𝗹𝗮𝗻𝗴𝘂𝗮𝗴𝗲 𝗺𝗼𝗱𝗲𝗹! We’re thrilled to share 𝗦𝗺𝗼𝗹𝗩𝗟𝗠 (256M & 500M)—the smallest Visual Language Models ever built. Think: running on <1GB of GPU memory—you can fine-tune it on your laptop and run it on your toaster! Why It’s Game-Changing: - 𝗢𝘂𝘁𝗽𝗲𝗿𝗳𝗼𝗿𝗺𝘀 𝗟𝗮𝗿𝗴𝗲𝗿 𝗠𝗼𝗱𝗲𝗹𝘀: Even the 256M model surpasses our SOTA 80B-parameter model from just 17 months ago. Over 300x reduction! 𝗠𝗶𝗴𝗵𝘁𝘆 𝗘𝗳𝗳𝗶𝗰𝗶𝗲𝗻𝗰𝘆: The 256M version delivers 80% of our 2.2B model’s performance, and the 500M version hits 90% 𝗟𝗶𝗴𝗵𝘁𝗻𝗶𝗻𝗴-𝗙𝗮𝘀𝘁 𝗦𝗲𝗮𝗿𝗰𝗵: SmolVLM integrates with ColiPali for state-of-the-art retrieval speeds—on par with models 10x bigger. That means cheaper, faster indexing and real-world impact. What’s New Under the Hood: - 𝗡𝗲𝘄 𝗩𝗶𝘀𝗶𝗼𝗻 𝗘𝗻𝗰𝗼𝗱𝗲𝗿: Smaller overall size (400M -> 93M), but with higher resolution. - 𝗛𝗶𝗴𝗵𝗲𝗿 𝗣𝗶𝘅𝗲𝗹𝘀/𝗧𝗼𝗸𝗲𝗻: 4096 vs. 1820—more efficient image processing. - 𝗦𝗺𝗮𝗿𝘁 𝗧𝗼𝗸𝗲𝗻𝗶𝘇𝗮𝘁𝗶𝗼𝗻: Faster training and a performance boost. Check our blog: https://huggingface.co/blog/smolervlm The models: https://huggingface.co/collections/HuggingFaceTB/smolvlm-256m-and-500m-6791fafc5bb0ab8acc960fb0 The demo: https://huggingface.co/spaces/HuggingFaceTB/SmolVLM-256M-Demo

updated a dataset about 1 month ago

lion-ai/UMIE-Visual-QA

updated a model about 2 months ago

AleksanderObuchowski/Llama-3.2-3B-Instruct-gguf

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AleksanderObuchowski's activity

liked a dataset 3 months ago

lion-ai/umie_datasets

Viewer • Updated Nov 8, 2024 • 181k • 99 • 4

liked a model 3 months ago

lion-ai/MedImageInsights

Updated Nov 4, 2024 • 53

liked a Space almost 2 years ago

CBC Covid

liked a model about 2 years ago

google/flan-t5-xl

Text2Text Generation • Updated Nov 28, 2023 • 235k • 478

liked a dataset about 2 years ago

ncbi/ncbi_disease

Updated Jan 18, 2024 • 941 • 43