Auto-Magical Suite of tools to streamline your ML workflow
ClearML
ClearML – Auto-Magical Suite of tools to streamline your ML workflow. Experiment Manager, ML-Ops and Data-Management
ClearML is a ML/DL development and production suite, it contains three main modules:
- Experiment Manager – Automagical experiment tracking, environments and results
- ML-Ops – Automation, Pipelines & Orchestration solution for ML/DL jobs (K8s / Cloud / bare-metal)
- Data-Management – Fully differentiable data management & version control solution on top of object-storage
(S3/GS/Azure/NAS)
ClearML Experiment Manager
Adding only 2 lines to your code gets you the following
- Complete experiment setup log
- Full source control info including non-committed local changes
- Execution environment (including specific packages & versions)
- Hyper-parameters
- ArgParser for command line parameters with currently used values
- Explicit parameters dictionary
- Tensorflow Defines (absl-py)
- Hydra configuration