This is the Linux app named Mosec whose latest release can be downloaded as 0.8.1sourcecode.zip. It can be run online in the free hosting provider OnWorks for workstations.
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Mosec
DESCRIPTION
Mosec is a high-performance and flexible model-serving framework for building ML model-enabled backend and microservices. It bridges the gap between any machine learning models you just trained and the efficient online service API.
Features
- Web layer and task coordination built with Rust, which offers blazing speed in addition to efficient CPU utilization powered by async I/O
- User interface purely in Python, by which users can serve their models in an ML framework-agnostic manner using the same code as they do for offline testing
- Aggregate requests from different users for batched inference and distribute results back
- Spawn multiple processes for pipelined stages to handle CPU/GPU/IO mixed workloads
- Designed to run in the cloud, with the model warmup, graceful shutdown, and Prometheus monitoring metrics, easily managed by Kubernetes or any container orchestration systems
- Focus on the online serving part, users can pay attention to the model optimization and business logic
Programming Language
Python
Categories
This is an application that can also be fetched from https://sourceforge.net/projects/mosec.mirror/. It has been hosted in OnWorks in order to be run online in an easiest way from one of our free Operative Systems.
