Tristan Bilot
@tristanbilot
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PhD student | GNNs for cybersecurity | MLX + graphs = mlx-graphs! ๐
Paris, France
Joined January 2024
Weโre happy to officially release mlx-graphs, a library for running Graph Neural Networks (GNNs) efficiently on Apple Silicon. Our first benchmarks show an up to 10x training speedup on large graph datasets ๐, when compared to other frameworks like PyTorch Geometric and DGL.
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Thrilled to announce I'm joining @UBC as a visiting research student for the next 3 months! If you're in #Vancouver and passionate about #graphs, #cybersecurity, or #MLX, I'd love to connect and meet in the area!
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RT @francescofarin: In the latest version of mlx-graphs we introduced the ability to save datasets for fast reload and to pass a transformโฆ.
github.com
Graph Neural Network library made for Apple Silicon - mlx-graphs/mlx-graphs
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Impressive how MLX is growing fast.
Apple MLX 0.7.0 vs 0.2.0 everything is faster ๐ฅ.Conv2d 1.38 vs 4.11 .Gather 0.79 vs 1.15.Scatter 0.25 vs 1.81.ReLU 0.24 vs 0.40.SeLU 0.28 vs 0.56. Thanks @awnihannun and the whole team!. Hey @tristanbilot there is a PR for you
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RT @migtissera: Goodness me. 1x GPU Blackwell - 192GB VRAM.2x GPU Blackwell with CPU - 384 GB VRAM. Unbelievable.
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RT @awnihannun: MLX Swift LLM example works with:.- Mistral / Llama .- Phi-2.- Qwen 1.5.- Starcoder 2. Quick-start: .
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Pickle support now in MLX! ๐.
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Training neural nets directly on your iPhone is now possible with MLX Swift! . MLX ecosystem is growing so fast! ๐.
Using MLX Swift to train LeNet on MNIST. Takes less than a minute on my iPhone 14. Example here: @ylecun long-live MNIST!
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Cora, Citeseer and Pubmed datasets are now available in mlx-graphs โจ.
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RT @kanakaris_nikos: A graph framework for Apple GPUs has been needed for a while now. For anyone interested, feel free to contribute here:โฆ.
github.com
Graph Neural Network library made for Apple Silicon - mlx-graphs/mlx-graphs
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RT @kanakaris_nikos: @michael_galkin @tristanbilot @awnihannun Super cool. My weekend exercise is to implement the SimpleConv layer for mlxโฆ.
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pip install mlx-graphs ๐. Thanks @michael_galkin for your PR!.
My weekend exercise in porting Neural Bellman Ford nets to MLX and MLX-graphs that runs natively on Apple GPUs: The MLX ecosystem for Apple Silicon grows very quickly - thanks @tristanbilot and @awnihannun for all the help :).
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Want to start playing with mlx-graphs? Here are some nice "good first issues" to kickstart your contributions to the lib!.
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RT @awnihannun: PSA MLX is now available in Homebrew:. brew install mlx.
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RT @awnihannun: First app built with MLX Swift, just open sourced three days ago ๐. Uses CodeLlama 7B to generate text locally. Video guidโฆ.
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LinkedIn explains how they use GNNs in their recommender systems to increase job application rates, feed engagement and much more! ๐.
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You can now embed ML and NNs within your Swift apps with Swift + MLX ๐.
MLX Swift has three complete yet simple examples to help you get started:. - Basic linear regression.- MNIST classification.- Text generation with Mistral 7B. Great way to learn Swift + MLX. Link:
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RT @Scobleizer: From Apple: โOur first benchmarks show an up to 10x training speedup on large graph datasets ๐, when compared to other framโฆ.
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RT @ivanfioravanti: Apple MLX ecosystem has a new official project!.mlx-graphs! .Thanks @tristanbilot MESBAH Djamel and Francesco Farina, yโฆ.
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