Merlin SDK
This project contains python library for interacting with Merlin, machine learning model serving component of CaraML. It provides interface to:
- Manage ML project resources
- Track metrics and training performance
- Package and Deploy Model
Installation
pip install merlin-sdk
and authenticate to gcloud
gcloud auth application-default login
Getting Started
The easiest way to get started is to explore example notebook:
- Deploying xgboost model
- Deploying sklearn model
- Deploying tensorflow model
- Deploying pytorch model
- Deploying user defined model
Development
Requirements:
- pipenv (
pip install pipenv) - swagger code gen (
brew install swagger-codegen)
Setup development environment:
make setup
Merlin CLI
With the CLI, users can deploy a trained model (serialized model) without touching Python code at all.
To use the CLI:
// to see available subcommands
merlin --help
// to see subcommand options
merlin SUBCOMMAND --help
// deploy existing xgboost model located inside cur_model_dir
merlin deploy --url localhost --model-type xgboost --project sample --model-dir cur_model_dir --model-name xgboost-sample --env staging
// undeploy xgboost-sample version 1
merlin undeploy --url localhost --project sample --model-name xgboost-sample --model-version=1
// generate pyfunc code base
merlin scaffold -p merlin-project -m model-name -e id
3 maintainers
Metadata
3 maintainers
Release files for merlin-sdk 0.50.0
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| File | Size | Uploaded | Provenance | Actions |
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Built distribution (wheel)
| File | Interpreter | ABI | Platform | Actions Reset |
|---|---|---|---|---|
| merlin_sdk-0.50.0-py3-none-any.whl | Python 3 | none | any | Details for merlin_sdk-0.50.0-py3-none-any.whl |
Total release size: 1.5 MB
Release files / merlin_sdk-0.50.0.tar.gz
| Download URL | merlin_sdk-0.50.0.tar.gz |
|---|---|
| Size | 1.2 MB |
| Tags | Source |
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| Download URL | merlin_sdk-0.50.0-py3-none-any.whl |
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| Size | 254.3 kB |
| Tags | Python 3 |
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