Nano V2 VLM Blog #111
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Signed-off-by: Chris Alexiuk <calexiuk@nvidia.com>
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Signed-off-by: Chris Alexiuk <calexiuk@nvidia.com>
…-project.github.io into nano-2-vlm-blog
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Signed-off-by: Roger Wang <hey@rogerw.io>
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| * Architecture: | ||
| * [CRADIOH-V2](https://huggingface.co/nvidia/C-RADIOv2-H) based Vision Encoder | ||
| * Efficient video sampling as token compression module | ||
| * Hybrid Transformer-Mamba Architecture- [Nemotron Nano 2 LLM](https://huggingface.co/nvidia/NVIDIA-Nemotron-Nano-9B-v2) backbone with reasoning. |
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| * Hybrid Transformer-Mamba Architecture- [Nemotron Nano 2 LLM](https://huggingface.co/nvidia/NVIDIA-Nemotron-Nano-9B-v2) backbone with reasoning. | |
| * Hybrid Transformer-Mamba Architecture - [Nemotron Nano 2 LLM](https://huggingface.co/nvidia/NVIDIA-Nemotron-Nano-9B-v2) backbone with reasoning. |
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| * [CRADIOH-V2](https://huggingface.co/nvidia/C-RADIOv2-H) based Vision Encoder | ||
| * Efficient video sampling as token compression module | ||
| * Hybrid Transformer-Mamba Architecture- [Nemotron Nano 2 LLM](https://huggingface.co/nvidia/NVIDIA-Nemotron-Nano-9B-v2) backbone with reasoning. | ||
| * Accuracy |
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| * Accuracy | |
| * Accuracy: |
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| * Get started: | ||
| * Download model weights from Hugging Face \- [BF16](https://huggingface.co/nvidia/Nemotron-Nano-12B-v2-VL-BF16), [FP8](https://huggingface.co/nvidia/Nemotron-Nano-12B-v2-VL-FP8), [FP4-QAD](https://huggingface.co/nvidia/Nemotron-Nano-12B-v2-VL-FP4-QAD) | ||
| * Run with vLLM for inference | ||
| * [Technical report](https://www.overleaf.com/project/68d1d48c83696e11ba669f70) to build custom, optimized models with Nemotron techniques.. |
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This links to overleaf, not a published report
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| ) | ||
| print(resp.choices[0].message.content) | ||
| ``` | ||
| For more examples, check out our vLLM cookbook: [Nemotron-Nano2-VL/vllm_cookbook.ipynb](https://github.com/NVIDIA-NeMo/Nemotron/blob/main/usage-cookbook/Nemotron-Nano2-VL/vllm_cookbook.ipynb) |
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| For more examples, check out our vLLM cookbook: [Nemotron-Nano2-VL/vllm_cookbook.ipynb](https://github.com/NVIDIA-NeMo/Nemotron/blob/main/usage-cookbook/Nemotron-Nano2-VL/vllm_cookbook.ipynb) | |
| For more examples, check out our vLLM cookbook: [Nemotron-Nano2-VL/vllm_cookbook.ipynb](https://github.com/NVIDIA-NeMo/Nemotron/blob/main/usage-cookbook/Nemotron-Nano2-VL/vllm_cookbook.ipynb). |
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| [*Share your ideas*](http://nemotron.ideas.nvidia.com/?ncid=so-othe-692335) *and vote on what matters to help shape the future of Nemotron.* | ||
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| *Stay up to date on [NVIDIA Nemotron](https://developer.nvidia.com/nemotron) by subscribing to NVIDIA news and following NVIDIA AI on [LinkedIn](https://www.linkedin.com/showcase/nvidia-ai/posts/?feedView=all), [X](https://x.com/NVIDIAAIDev), [YouTube](https://www.youtube.com/@NVIDIADeveloper)*, *and the [Nemotron channel](https://discord.com/channels/1019361803752456192/1407781691698708682) on [Discord](https://discord.com/invite/nvidiadeveloper).* |
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| [*Share your ideas*](http://nemotron.ideas.nvidia.com/?ncid=so-othe-692335) *and vote on what matters to help shape the future of Nemotron.* | |
| *Stay up to date on [NVIDIA Nemotron](https://developer.nvidia.com/nemotron) by subscribing to NVIDIA news and following NVIDIA AI on [LinkedIn](https://www.linkedin.com/showcase/nvidia-ai/posts/?feedView=all), [X](https://x.com/NVIDIAAIDev), [YouTube](https://www.youtube.com/@NVIDIADeveloper)*, *and the [Nemotron channel](https://discord.com/channels/1019361803752456192/1407781691698708682) on [Discord](https://discord.com/invite/nvidiadeveloper).* | |
| [Share your ideas](http://nemotron.ideas.nvidia.com/?ncid=so-othe-692335) and vote on what matters to help shape the future of Nemotron. | |
| Stay up to date on [NVIDIA Nemotron](https://developer.nvidia.com/nemotron) by subscribing to NVIDIA news and following NVIDIA AI on [LinkedIn](https://www.linkedin.com/showcase/nvidia-ai/posts/?feedView=all), [X](https://x.com/NVIDIAAIDev), [YouTube](https://www.youtube.com/@NVIDIADeveloper), and the [Nemotron channel](https://discord.com/channels/1019361803752456192/1407781691698708682) on [Discord](https://discord.com/invite/nvidiadeveloper). |
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