Feature/multi model artifact handler

[YashPandit4u]

Adding a new class to easily handle multi-model artifact creation in ADS.

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[YashPandit4u]

Hi @VipulMascarenhas ,

I have now extended from the class already present in ads and the usage of the utility looks like this now:

import sys import ads.common from ads.model.model_collection import DataScienceModelCollection import ads import json

ads.set_auth(auth="security_token")

mdes = DataScienceModelCollection() \ .with_ref_model_id(model_ocid="ocid1.datasciencemodel.oc1.iad.amaaaaaav66vvnialtuoq5y4ltdz26bxhlow4uh5w544ullowe3jl4vwuayq") \ .with_display_name("New Design 8") \ .with_compartment_id("ocid1.tenancy.oc1..aaaaaaaahzy3x4boh7ipxyft2rowu2xeglvanlfewudbnueugsieyuojkldq") \ .with_project_id("ocid1.datascienceproject.oc1.iad.amaaaaaav66vvniaqsyu2nufljutkn4rzth2nz4q3zqslirct7eayl5ojpma")

mdes.add(namespace="ociodscdev", bucket="unzip-multi-model", prefix="model-linear-1") mdes.remove(namespace="ociodscdev", bucket="unzip-multi-model", prefix="model-linear-1")

mdes.create()

sys.exit(0)

Please take a look when free and give your comments.

Thanks and Regards Yash Pandit

[VipulMascarenhas]

@YashPandit4u thanks for making all the changes here, looks good overall. One concern I have is around the path inputs, it would be good to have the oci path like I mentioned in the comments above as user can construct the path easily with the params (bucket, namespace and prefix). Also, could you please add a couple unit tests in test_datascience_model.py for this change?

cc: @mrDzurb

[YashPandit4u]

Hi @VipulMascarenhas , thanks for telling the improvement items.

• I have now removed the "_extract_oci_uri_components" method and used the already present ObjectStorageDetails.from_path(uri) to get the namespace, prefix, and filepath. Thanks for the suggestion.

[YashPandit4u]

Hi @VipulMascarenhas , Based on the management decision, I have reverted the method signatures to the ones suggested by the customer.

[YashPandit4u]

Hi @VipulMascarenhas ,

I have now added options for both uri and (namespace, bucket, prefix) in add_artifact, remove_artifact.