From the course: Rust LLMOps
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Running pretrained PyTorch models in Rust - Rust Tutorial
From the course: Rust LLMOps
Running pretrained PyTorch models in Rust
- [Instructor] Here we have a pre-trained PyTorch model alongside of a Rust Actix microservice. Let's go ahead and dive into the code here. I've got this running inside of GitHub code spaces and I have this rtorchdist directory. So first thing we'll do is CD into here and we'll get this cooking. Now if we look at this directory here, I like to use make files. And you can see here that if I did basically a make dbuild that would build the docker container. If I said make build, this would actually build the release here. And in this case, let's go ahead and say make build. You can see here that it shows me that I can run this particular command. So let's go ahead and do that. Cargo build - j 16. Perfect, we've already built this previously and so we just checked the binary. Now if I want to run this, I can also just type in cargo run and this is a way to actually run the project as well. So the bill just compiles it, the run will run it. And what's nice about this local binary based…
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Function: The essence of programming6m 48s
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Operationalizing microservices1m 57s
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Continuous integration for microservices6m 54s
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What is a Makefile and how do you use it?2m 41s
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What is DevOps?2m 29s
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Kaizen methodology4m 6s
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Infrastructure as code for continuous delivery2m 50s
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Responding to compromised resources and workloads4m 16s
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Monitoring and logging1m 47s
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Auditing networks1m 6s
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Rust: Secure by design4m 52s
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Preventing data races with the Rust compiler3m 29s
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AWS config for security4m 26s
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Demo: AWS Security Hub3m 39s
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Securing accounts with 2FA3m 11s
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Access permissions overview4m 4s
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Repository permission levels2m 37s
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Repository privacy settings2m 52s
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Key concepts in the GitHub ecosystem3m 43s
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Demo: GitHub Actions3m 50s
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Demo: Codespaces6m 8s
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Demo: Copilot8m 9s
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Candle framework in Rust2m 58s
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GitHub Codespaces with GPU5m 55s
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VS Code SSH to AWS accelerated5m 14s
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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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Exploring remote development on AWS2m 10s
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Rust for large language models (LLMs)1m 56s
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Serverless inference1m 52s
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Rust CLI inference2m 2s
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Rust chat inference1m 59s
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The continuous build binary2m 6s
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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 23m 1s
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Rust-BERT introduction1m 51s
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Installing and setting up Rust-BERT5m 38s
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Basic syntax and model loading in Rust-BERT2m 4s
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Rust sentiment analysis in the CLI4m 13s
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Rust-PyTorch introduction1m 54s
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Rust-PyTorch hello world2m 28s
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PyTorch pretrained models3m 39s
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Running pretrained PyTorch models in Rust6m 41s
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Introduction to ONNX1m 25s
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ONNX conversions2m 5s
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Extending Google Bard4m 22s
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Exploring Google Colab with Bard4m 22s
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Exploring the Colab AI4m 56s
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Exploring the Google Cloud Generative AI App Builder2m 29s
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AWS Bedrock for responsible AI4m 39s
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AWS Bedrock with Claude7m 20s
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Summarizing text with Claude5m 28s
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Using the AWS Bedrock API1m 39s
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