coreweave/ml-containers
Jun 2025 – Jun 2025
1 Month active
Languages Used
CMakeDockerfileGitPythonShellYAML
Technical Skills
Base Image ManagementBuild AutomationBuild EngineeringBuild System ConfigurationBuild SystemsCI/CD
Justin Perlman
PROFILE
Justin Perlman
Josh Perlman engineered build and CI/CD improvements for the coreweave/ml-containers repository, focusing on vLLM-tensorizer’s stability, performance, and maintainability. He implemented a multi-stage Docker build to produce lean images, aligned base images and environments across CUDA and PyTorch variants, and resolved complex dependency and compatibility issues. Using Dockerfile, Python, and CMake, Josh automated build processes, introduced custom Triton build steps, and tuned build parameters for optimal speed and reliability. His work addressed 23 bugs and delivered 12 new features, demonstrating depth in build automation, containerization, and DevOps, while ensuring robust, reproducible builds for machine learning container workflows.
Overall Statistics
Feature vs Bugs
34%Features
Repository Contributions
46Total
Bugs
23
Commits
46
Features
12
Lines of code
374
Activity Months1
Your Network
15 people
Work History
June 2025
46 Commits • 12 Features
Jun 1, 2025June 2025 monthly wrap-up for coreweave/ml-containers focusing on vLLM-tensorizer build stability, performance, and maintainability. Highlights include CI/build pipeline improvements, a lean multi-stage Docker image, and proactive dependency/compatibility work across CUDA and PyTorch variants.
46 Commits • 12 Features
Jun 1, 2025June 2025 monthly wrap-up for coreweave/ml-containers focusing on vLLM-tensorizer build stability, performance, and maintainability. Highlights include CI/build pipeline improvements, a lean multi-stage Docker image, and proactive dependency/compatibility work across CUDA and PyTorch variants.
June 2025
Activity
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Quality Metrics
Correctness91.4%
Maintainability94.0%
Architecture90.0%
Performance84.0%
AI Usage20.0%
Skills & Technologies
Programming Languages
CMakeDockerfileGitPythonShellYAML
Technical Skills
Base Image ManagementBuild AutomationBuild EngineeringBuild System ConfigurationBuild SystemsCI/CDCI/CD ConfigurationCUDAContainerizationDependency ManagementDevOpsDockerDockerfileGitHub ActionsNCCL
Repositories Contributed To
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