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BentoML
by BentoML Inc.
The unified model serving framework
BentoML is an open-source platform for high-performance ML model serving. Package models as standardized services, deploy anywhere from local to cloud, with built-in optimization and monitoring.
Ease of Use
0/10
Community
0/10
Performance
0/10
Documentation
0/10
🎯 Key Features
Model packaging
Multi-framework support
Adaptive batching
Model composition
REST/gRPC APIs
Prometheus metrics
Docker/Kubernetes deployment
BentoCloud hosting
Strengths
Framework agnostic
Excellent performance
Self-hosted option
Production-grade features
Active community
Limitations
Steeper learning curve
Requires packaging step
Cloud offering is newer
More DevOps knowledge needed
Best For
- Production ML serving
- Multi-model deployments
- High-throughput inference
- Enterprise deployments