Modelstore CLI commands¶
You can use modelstore (version > 0.0.71) from the command line to upload and download models:
# To upload a model
python -m modelstore upload <domain> </path/to/file>
# To download a model
python -m modelstore download <domain> <model-id>
Modelstore figures out how to read from your storage by looking for specific environment variables.
Your environment needs to define (1) a value for MODEL_STORE_STORAGE which tells modelstore what type of storage you are using, and (2) values that depend on the specific type of storage that you are using.
All of these are summarised in the table below:
Storage |
MODEL_STORE_STORAGE |
Other environment variables |
|---|---|---|
aws-s3 |
MODEL_STORE_AWS_BUCKET
AWS_ACCESS_KEY_ID
AWS_SECRET_ACCESS_KEY
|
|
azure-container |
MODEL_STORE_AZURE_CONTAINER
AZURE_ACCOUNT_NAME
AZURE_ACCESS_KEY
AZURE_STORAGE_CONNECTION_STRING
|
|
google-cloud-storage |
MODEL_STORE_GCP_PROJECT
MODEL_STORE_GCP_BUCKET
|
|
File system |
filesystem |
MODEL_STORE_ROOT |