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Added ML Model APIs (predict) and updated the test settings for metad…
…ata. Signed-off-by: Nathalie Jonathan <[email protected]>
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,124 @@ | ||
| $schema: ../../../../json_schemas/test_story.schema.yaml | ||
|
|
||
| description: Test the prediction of new data. | ||
| distributions: | ||
| excluded: | ||
| - amazon-managed | ||
| - amazon-serverless | ||
| warnings: | ||
| multiple-paths-detected: false | ||
| prologues: | ||
| - path: /_cluster/settings | ||
| method: PUT | ||
| request: | ||
| payload: | ||
| persistent: | ||
| plugins.ml_commons.only_run_on_ml_node: false | ||
| plugins.ml_commons.model_access_control_enabled: true | ||
| plugins.ml_commons.native_memory_threshold: 99 | ||
| - path: /_plugins/_ml/model_groups/_register | ||
| id: create_model_group | ||
| method: POST | ||
| request: | ||
| payload: | ||
| name: NLP_Group | ||
| description: Model group for NLP models. | ||
| output: | ||
| test_model_group_id: payload.model_group_id | ||
| - path: /_plugins/_ml/models/_register | ||
| id: register_model | ||
| method: POST | ||
| request: | ||
| payload: | ||
| name: huggingface/sentence-transformers/msmarco-distilbert-base-tas-b | ||
| version: 1.0.1 | ||
| model_format: TORCH_SCRIPT | ||
| output: | ||
| task_id: payload.task_id | ||
| epilogues: | ||
| - path: /_plugins/_ml/models/{model_id}/_undeploy | ||
| method: POST | ||
| parameters: | ||
| model_id: ${get_completed_register_model_task.model_id} | ||
| status: [200, 404] | ||
| - path: /_plugins/_ml/models/{model_id} | ||
| parameters: | ||
| model_id: ${get_completed_register_model_task.model_id} | ||
| method: DELETE | ||
| status: [200, 404] | ||
| - path: /_plugins/_ml/model_groups/{model_group_id} | ||
| method: DELETE | ||
| status: [200, 404] | ||
| parameters: | ||
| model_group_id: ${create_model_group.test_model_group_id} | ||
| chapters: | ||
| - synopsis: Wait to get completed task. | ||
| id: get_completed_register_model_task | ||
| path: /_plugins/_ml/tasks/{task_id} | ||
| method: GET | ||
| parameters: | ||
| task_id: ${register_model.task_id} | ||
| response: | ||
| status: 200 | ||
| payload: | ||
| state: COMPLETED | ||
| output: | ||
| model_id: payload.model_id | ||
| retry: | ||
| count: 3 | ||
| wait: 10000 | ||
| - synopsis: Deploy a model. | ||
| id: deploy_model | ||
| path: /_plugins/_ml/models/{model_id}/_deploy | ||
| method: POST | ||
| parameters: | ||
| model_id: ${get_completed_register_model_task.model_id} | ||
| output: | ||
| task_id: payload.task_id | ||
| response: | ||
| status: 200 | ||
| - synopsis: Wait to get completed task. | ||
| id: get_completed_deploy_model_task | ||
| path: /_plugins/_ml/tasks/{task_id} | ||
| method: GET | ||
| parameters: | ||
| task_id: ${deploy_model.task_id} | ||
| response: | ||
| status: 200 | ||
| payload: | ||
| state: COMPLETED | ||
| output: | ||
| model_id: payload.model_id | ||
| retry: | ||
| count: 3 | ||
| wait: 10000 | ||
| - synopsis: Predict new data. | ||
| id: predict_data | ||
| path: /_plugins/_ml/models/{model_id}/_predict | ||
| method: POST | ||
| parameters: | ||
| model_id: ${get_completed_register_model_task.model_id} | ||
| request: | ||
| payload: | ||
| query_text: today is sunny | ||
| text_docs: | ||
| - how are you | ||
| - it is winter | ||
| - today is july fifth | ||
| - today is sunny | ||
| response: | ||
| status: 200 | ||
| payload: | ||
| inference_results: | ||
| - output: | ||
| - data: | ||
| - 101 | ||
| output: | ||
| prediction_results: payload.inference_results[0].output[0].data | ||
| - synopsis: Undeploy a model. | ||
| path: /_plugins/_ml/models/{model_id}/_undeploy | ||
| method: POST | ||
| parameters: | ||
| model_id: ${get_completed_register_model_task.model_id} | ||
| response: | ||
| status: 200 | ||
