What happens if my AWS credentials have expired?

The skill runs a check using 'aws sts get-caller-identity' and, if credentials are invalid, provides the specific command needed to re-authenticate with your provider.

How does it know which S3 bucket to use?

It extracts the default S3 base prefix and output directories from your local configuration file to ensure the correct environment is targeted.

Can I specify a custom date range for results?

Yes, you can specify both a from-date and a to-date to precisely control which backtest results are downloaded from S3.

Does this skill modify my Hotvect configuration?

No, the skill follows a strict configuration protection policy and only reads ~/.hotvect/config.json to construct commands without modifying your settings.

SageMaker Result Downloader

Name: SageMaker Result Downloader
Author: hotvect

byhotvect

•

データサイエンスとML

Automates the retrieval of SageMaker backtest results from Amazon S3 for local analysis and performance comparison.

The SageMaker Result Downloader skill streamlines the workflow for machine learning engineers using Hotvect by automating the complex process of fetching model outputs. It reads local configurations, verifies AWS credentials, and constructs precise 'hv-ext download-results' commands to pull specific date ranges of training and evaluation data from S3 to your local environment. This eliminates manual S3 path construction and ensures that data scientists have the exact files needed for performance analysis and model validation.

主な機能

01Date-range filtering for targeted result retrieval

022 GitHub stars

03Read-only configuration protection for local environment security

04Verification of downloaded files including count and metadata reporting

05Integrated AWS credential status verification and login guidance

06Automated S3 path construction based on Hotvect configuration

ユースケース

01Downloading SageMaker training outputs for local model evaluation

02Analyzing remote SageMaker runs immediately after completion

03Comparing algorithm performance across multiple backtest dates

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add hotvect/hotvect download-results

For use in Claude.ai and ChatGPT

Download Skill