From the course: Responsible Generative AI and Local LLMs
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Exploring StarCoder in Rust
From the course: Responsible Generative AI and Local LLMs
Exploring StarCoder in Rust
- [Instructor] Here we have Hugging Face StarCoder, which is surprisingly more interesting than I even originally thought, and I was very interested in it. What I'm going to do is walk you through first what it does. So it's a model that is similar to other generative AI models for coding, like Copilot, for example, but it's completely open source and you can see here it has 15.5 billion parameters, and it was trained on 80 programming languages from the stack here, so pretty exciting. And if you look at the mission here as well, it's an open scientific collaboration for code LLMs, and you can work on it as an AI researcher. Let's say you're working in the university system, this would be an interesting thing to do. So the goal here is that they're going to release data sets, models, experiments, so that it's democratizing the generative AI revolution, not just putting it in the hands of venture capitalists. So if we go ahead and look at this StarCoderBase here, 1B, this is a smaller…
Contents
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Coding ELO in Python4m 7s
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Coding ELO in Rust3m 49s
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Coding ELO in R3m 31s
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Coding ELO in Julia3m 5s
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Profit sharing concepts5m 40s
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Tragedy of the commons4m
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Deploying LLMs with Lorax and SkyPilot3m 56s
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Fine-tune Mistral and Ludwig3m 22s
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Game theory in generative AI4m 45s
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Perfect competition2m 45s
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Negative externalities3m 23s
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Regulatory entrepreneurship4m 18s
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Creating reinforcement bias3m 59s
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Getting started with Mozilla llamafile3m 36s
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Developing cosmopolitan4m 29s
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Building blocks for generative AI with whisper.cpp2m 53s
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Transcribing with Whisper2m 56s
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Portable phrase CLI3m 34s
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Candle hello world2m 56s
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Exploring StarCoder in Rust5m 54s
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Whisper Candle transcriber5m 51s
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Local system metrics3m 4s
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Exploring remote development on AWS2m 15s
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Rust for large language models (LLMs)2m
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The continuous build binary2m 6s
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Serverless inference1m 56s
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Rust CLI inference2m 7s
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Rust chat inference2m 3s
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The chat loop with StarCoder2m 4s
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Invoke an LLM on an AWS G5 instance, part 14m 36s
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Invoke an LLM on an AWS G5 instance, part 22m 58s
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