[DEVX-381]: Modified train params.yaml file structure

[mogith-pn]

Why

• This PR mainly focussed on addressing the concern raised in this ticket https://clarifai.atlassian.net/browse/DEVX-381.

How

• Removed the key base_embed_model from params.yaml file, since the model training by default considers the base embed model which is set for the app and no need to define it again in params file.
• Added concepts_mutually_exclusive parameter which is there in UI but missing from the existing yaml template.

Tests

• Test was done with curl endpoint which fetches the model training info after it was trained.

curl -X GET "https://api.clarifai.com/v2/users/mogith-p-n/apps/transfer_learn/models/image_transfer_learn/versions/b9c41a42a29e4f639d7eacf115c2e3fe" \
    -H "Authorization: Key PAT"

Response

{"status":{"code":10000,"description":"Ok","req_id":"501d3c2f1740ea9eba624f20940e10cd"},"model_version":{"id":"b9c41a42a29e4f639d7eacf115c2e3fe","created_at":"2024-03-15T13:29:28.469350Z","status":{"code":21100,"description":"Model is trained and ready"},"active_concept_count":4,"total_input_count":20,"train_stats":{"loss_curve":[{"cost":1.3873892},{"epoch":25,"global_step":4,"cost":0.5949107},{"epoch":51,"global_step":8,"cost":0.0036175046},{"epoch":76,"global_step":12,"cost":0.0018137831},{"epoch":102,"global_step":16,"cost":0.0020436822},{"epoch":128,"global_step":20,"cost":0.0021939636},{"epoch":153,"global_step":24,"cost":0.0022796458},{"epoch":179,"global_step":28,"cost":0.0023247986},{"epoch":204,"global_step":32,"cost":0.0023464388},{"epoch":230,"global_step":36,"cost":0.0023552317}]},"completed_at":"2024-03-15T13:29:31.172301Z","visibility":{"gettable":10},"app_id":"transfer_learn","user_id":"mogith-p-n","metadata":{},"output_info":{"output_config":{"concepts_mutually_exclusive":true,"max_concepts":0,"min_value":0},"message":"Show output_info with: GET [/models/](https://file+.vscode-resource.vscode-cdn.net/models/){model_id}/output_info","params":{"max_concepts":20,"min_value":0,"select_concepts":[]}},"input_info":{"base_embed_model":{"id":"CLIP-ViT-L-14-DataComp-XL-s13B-b90K","app_id":"main","model_version":{"id":"54772a548e6f42509cb1fd9fc43762bb"},"user_id":"clarifai","model_type_id":"multimodal-embedder","toolkits":[],"use_cases":[],"languages":[],"languages_full":[],"check_consents":[]}},"train_info":{"params":{"dataset_id":"","dataset_version_id":"","enrich_dataset":"Automatic"}},"import_info":{}}}

Notes

[sanjaychelliah]

Added a comment.

[sanjaychelliah]

👍