Or more like a competitor to Rust since the Python ecosystem is moving to that instead of C++ (eg see polars and some others)? And for GPU & AI stuff a competitor to Triton/CUDA?
@rasbt
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Clarification between inference and training processes
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Thanks for tagging me, but that’s only inference not training right?
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Potential Competitor to Triton for Python Users
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Yeah, we’ll see. It’s probably not going to be used by the average Python users, but I can see it becoming a competitor for Triton though.
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GPT-4 Behavior Changes Over Time Pose Transparency Risks
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Yes, like I showed at the bottom of the screenshot, it was basically debunked. However, the point still is that the behavior of GPT-4 changes over time, and it's quite intransparent. Now imagine you are a company who built a service on top of the GPT-4 API
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Simplifying PyTorch by removing C++ dependencies
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What I am really hoping for is that it will help simplify code bases, though. Maybe we can get rid of the C++ parts of PyTorch this way to make development easier.
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PyTorch Python overhead and realistic performance gains discussion
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2/2
PyTorch's Python overhead is usually quoted to be at ~10% (compared to PyTorch's C++ API). I think for PyTorch users (or CUDA-dependent packages), the speed advantage is probably more going to be in the single digit range, not 35,000x.
Still super exciting though! -
Python Superset Language Promise Tempered by GPU Support Concerns
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I think it is awesome! Especially the fact that it's going to be a superset of Python is really highly appreciated. But when it comes to AI workflows, I think we'll still have to see what the speed advantage is since they currently don't support GPUs and CUDA afaik.
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GPT-4 Recent Changes Show Negative Performance Trend
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Actually if you consider the recent changes to GPT-4, closed-source now has a negative slope 😛
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Checkpoint Support Development in Progress for Lit-GPT
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Checkpoint support is in the works: https://
github.com/Lightning-AI/l
it-gpt/issues/464
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Benchmarks comparison with GPT-4 and ChatGPT-3.5
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The benchmarks include GPT-4 and ChatGPT-3.5 (table on the right)