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Developing and training transformer-based models is typically resource-intensive and time-consuming and AI/ML experts frequently need to build smaller-scale versions of these models for specific problems. Jax, a low-resource yet powerful framework, accelerates the development of neural networks, but existing resources for transformer development in Jax are limited.
NanoDL addresses this challenge with the following features:
• A wide array of blocks and layers, facilitating the creation of customised transformer models from scratch.
• An extensive selection of models like LlaMa2, Mistral, Mixtral, GPT3, GPT4 (inferred), T5, Whisper, ViT, Mixers, GAT, CLIP, and more, catering to a variety of tasks and applications.
• Data-parallel distributed trainers so developers can efficiently train large-scale models on multiple GPUs or TPUs, without the need for manual training loops.
• Dataloaders, making the process of data handling for Jax/Flax more straightforward and effective.
Custom layers not found in Flax/Jax, such as RoPE, GQA, MQA, and SWin attention, allowing for more flexible model development.
• GPU/TPU-accelerated classical ML models like PCA, KMeans, Regression, Gaussian Processes etc., akin to SciKit Learn on GPU.
• Modular design so users can blend elements from various models, such as GPT, Mixtral, and LlaMa2, to craft unique hybrid transformer models.
• A range of advanced algorithms for NLP and computer vision tasks, such as Gaussian Blur, BLEU etc.
• Each model is contained in a single file with no external dependencies, so the source code can also be easily used.
Company Details
- Founded
- -
- Address
- 6 Scarlet Close, East Village,stratford,united Kingdom
- Industry
- Research Services
- Keywords
- artificial intelligence, machine learning, natural language processing, computer vision, computational neuroscience.
- HQ
- London
Nanodl Questions
NanoDL's website is https://github.com/HMUNACHI/nanodl
NanoDL's LinkedIn profile is https://uk.linkedin.com/company/medulla-ai
NanoDL's industry is
Research Services
NanoDL's top competitors are
Innovius Solutions,
Senvow,
Entrily,
Cactus (Yc S25),
Growen Technologies Llc,
Wisdm (Wireless Coverage Ltd),
Appworks (Private) Limited,
Mathcudakernels,
Kosmotech Srl,
Deep Render.
NanoDL's categories are Research Services
NanoDL's founding year is 2020
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