How to Test a Transformer
How to Test a Transformer
788.7K views9 months ago
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Hiha's Challenge: Mining from $1 to $1,000,000 in Minecraft 🤣🤩
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I trained a 12M parameter LLM on my own ML framework using a Rust backend and CUDA kernels for flash attention, AdamW, and more.Wrote the full transformer architecture, and BPE tokenizer from scratch.The framework features:- Custom CUDA kernels (Flash Attention, fused LayerNorm, fused GELU) for 3x increased throughput- Automatic WebGPU fallback for non-NVIDIA devices- TypeScript API with Rust compute backend- One npm install to get started, prebuilt binaries for every platformTry out the model f
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Transformer-based monocular SLAM is powerful, but wasteful.Systems like MASt3R-SLAM process every video frame with heavy geometric decoding, even though most frames contain almost no new information. Over 90% of dense video frames are redundant, yet they still consume the same GPU compute.LeanGate fixes this by deciding before expensive processing whether a frame is worth keeping.
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Transformer-based monocular SLAM is powerful, but wasteful.Sy…
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x.comRobots Digest 🤖
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