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modelstore

modelstore is a Python library that allows you to version, export, save and download machine learning models in your choice of storage.

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modelstore is an open source model registry

βœ… No tracking server required

βœ… Upload and version all your models

βœ… Manage models by domains and states

βœ… Download or load straight into memory

βœ… Use as a command line tool

For more details, please refer to the documentation.

modelstore is being built in the open

πŸ’¬ Come and find us in the MLOps Community Slack's #oss-modelstore channel.

Installation

pip install modelstore

Supported storage types

Supported machine learning libraries

Is there a machine learning framework that is missing?

Read more about modelstore

Example Usage

Colab Notebook

There is a full example in this Colab notebook.

Python Script

from modelstore import ModelStore
#Β And your other imports

# Train your model
clf = RandomForestClassifier(n_estimators=10)
clf = clf.fit(X, Y)

# Create a model store that uses a one of the storage options
# In this example, the model store is created with a GCP bucket
model_store = ModelStore.from_gcloud(
   project_name="my-project",
   bucket_name="my-bucket",
)

# Upload the archive to your model store
domain = "example-model"
meta_data = model_store.upload(domain, model=clf)

# Print the meta-data about the model
print(json.dumps(meta_data, indent=4))

# Load the model back!
clf = model_store.load(domain=model_domain, model_id=meta["model"]["model_id"])

License

Copyright 2020 Neal Lathia

Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at

http://www.apache.org/licenses/LICENSE-2.0

Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.