From the course: Rust LLMOps
Unlock this course with a free trial
Join today to access over 24,700 courses taught by industry experts.
Rust sentiment analysis in the CLI - Rust Tutorial
From the course: Rust LLMOps
Rust sentiment analysis in the CLI
- Here we have Rust-Burt. It's a Rust-native State-of-the-Art NLP Model and Pipeline tool. It's a port of hugging face. You can see that you can do sentiment analysis quite easily. Now, if I want to do this inside of a CLI, that's one of the best ways to take advantage of these hugging face models. And I can use clap here. So we say use clap parser, build out some arguments, and then just execute it inside of a main function. So really simple to build a binary that you can actually distribute to the rest of your team or potentially to a client that you're working with. So if we go over to this example here, what I did is I put together based on the example from the Rust Burt examples, how to classify sentiment. So I tweaked it a little bit and let's walk through what I tweaked. So first up in here I say I want to pass in an input because I know later that I'm going to have clap, parse this from the command line. And then what I do here is I say, let's actually convert that input into…
Contents
-
-
-
(Locked)
Function: The essence of programming6m 48s
-
(Locked)
Operationalizing microservices1m 57s
-
(Locked)
Continuous integration for microservices6m 54s
-
(Locked)
What is a Makefile and how do you use it?2m 41s
-
(Locked)
What is DevOps?2m 29s
-
(Locked)
Kaizen methodology4m 6s
-
(Locked)
Infrastructure as code for continuous delivery2m 50s
-
(Locked)
Responding to compromised resources and workloads4m 16s
-
(Locked)
Monitoring and logging1m 47s
-
(Locked)
Auditing networks1m 6s
-
(Locked)
Rust: Secure by design4m 52s
-
(Locked)
Preventing data races with the Rust compiler3m 29s
-
(Locked)
AWS config for security4m 26s
-
(Locked)
Demo: AWS Security Hub3m 39s
-
(Locked)
Securing accounts with 2FA3m 11s
-
(Locked)
Access permissions overview4m 4s
-
(Locked)
Repository permission levels2m 37s
-
(Locked)
Repository privacy settings2m 52s
-
(Locked)
Key concepts in the GitHub ecosystem3m 43s
-
(Locked)
Demo: GitHub Actions3m 50s
-
(Locked)
Demo: Codespaces6m 8s
-
(Locked)
Demo: Copilot8m 9s
-
(Locked)
Candle framework in Rust2m 58s
-
(Locked)
GitHub Codespaces with GPU5m 55s
-
(Locked)
VS Code SSH to AWS accelerated5m 14s
-
(Locked)
Candle hello world2m 56s
-
(Locked)
Exploring StarCoder in Rust5m 54s
-
(Locked)
Whisper Candle transcriber5m 51s
-
(Locked)
Exploring remote development on AWS2m 10s
-
(Locked)
Rust for large language models (LLMs)1m 56s
-
(Locked)
Serverless inference1m 52s
-
(Locked)
Rust CLI inference2m 2s
-
(Locked)
Rust chat inference1m 59s
-
(Locked)
The continuous build binary2m 6s
-
(Locked)
The chat loop with StarCoder2m 4s
-
(Locked)
Invoke an LLM on an AWS G5 instance, part 14m 36s
-
(Locked)
Invoke an LLM on an AWS G5 instance, part 23m 1s
-
(Locked)
Rust-BERT introduction1m 51s
-
(Locked)
Installing and setting up Rust-BERT5m 38s
-
(Locked)
Basic syntax and model loading in Rust-BERT2m 4s
-
(Locked)
Rust sentiment analysis in the CLI4m 13s
-
(Locked)
Rust-PyTorch introduction1m 54s
-
(Locked)
Rust-PyTorch hello world2m 28s
-
(Locked)
PyTorch pretrained models3m 39s
-
(Locked)
Running pretrained PyTorch models in Rust6m 41s
-
(Locked)
Introduction to ONNX1m 25s
-
(Locked)
ONNX conversions2m 5s
-
(Locked)
Extending Google Bard4m 22s
-
(Locked)
Exploring Google Colab with Bard4m 22s
-
(Locked)
Exploring the Colab AI4m 56s
-
(Locked)
Exploring the Google Cloud Generative AI App Builder2m 29s
-
(Locked)
AWS Bedrock for responsible AI4m 39s
-
(Locked)
AWS Bedrock with Claude7m 20s
-
(Locked)
Summarizing text with Claude5m 28s
-
(Locked)
Using the AWS Bedrock API1m 39s
-
(Locked)
-