Removed OAI pipeline component files and upgraded command component e…

…xamples (#2415)

* removed pipeline files and modified command component files

* refactors and some typo fixes

* outputs added in yaml and black format

* changed images for cli readme

cli/README.md

@@ -210,8 +210,7 @@ path|status|description
 [jobs/parallel/1a_oj_sales_prediction/pipeline.yml](jobs/parallel/1a_oj_sales_prediction/pipeline.yml)|[![jobs/parallel/1a_oj_sales_prediction/pipeline](https://github.com/Azure/azureml-examples/workflows/cli-jobs-parallel-1a_oj_sales_prediction-pipeline/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-parallel-1a_oj_sales_prediction-pipeline.yml)|The hello world pipeline job with partition by key
 [jobs/parallel/2a_iris_batch_prediction/pipeline.yml](jobs/parallel/2a_iris_batch_prediction/pipeline.yml)|[![jobs/parallel/2a_iris_batch_prediction/pipeline](https://github.com/Azure/azureml-examples/workflows/cli-jobs-parallel-2a_iris_batch_prediction-pipeline/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-parallel-2a_iris_batch_prediction-pipeline.yml)|The hello world pipeline job with inline parallel job
 [jobs/parallel/3a_mnist_batch_identification/pipeline.yml](jobs/parallel/3a_mnist_batch_identification/pipeline.yml)|[![jobs/parallel/3a_mnist_batch_identification/pipeline](https://github.com/Azure/azureml-examples/workflows/cli-jobs-parallel-3a_mnist_batch_identification-pipeline/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-parallel-3a_mnist_batch_identification-pipeline.yml)|The hello world pipeline job with inline parallel job
-[jobs/parallel/3a_mnist_batch_identification/pipeline.yml](jobs/parallel/3a_mnist_batch_identification/pipeline.yml)|[![jobs/parallel/3a_mnist_batch_identification/pipeline](https://github.com/Azure/azureml-examples/workflows/cli-jobs-parallel-3a_mnist_batch_identification-pipeline/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-parallel-3a_mnist_batch_identification-pipeline.yml)|The hello world pipeline job with inline parallel job
-[jobs/parallel/3a_mnist_batch_identification/pipeline.yml](jobs/parallel/3a_mnist_batch_identification/pipeline.yml)|[![jobs/parallel/3a_mnist_batch_identification/pipeline](https://github.com/Azure/azureml-examples/workflows/cli-jobs-parallel-3a_mnist_batch_identification-pipeline/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-parallel-3a_mnist_batch_identification-pipeline.yml)|The hello world pipeline job with inline parallel job
+[cli\foundation-models\azure_openai\openai_completions_finetune_pipeline\openai_completions_finetune_spec.yaml](cli\foundation-models\azure_openai\openai_completions_finetune_pipeline\openai_completions_finetune_spec.yaml)|[![cli\foundation-models\azure_openai\openai_completions_finetune_pipeline\openai_completions_finetune_spec.yaml](.github\workflows\cli-foundation-models-azure_openai-openai_completions_finetune/badge.svg?branch=main)](.github\workflows\cli-foundation-models-azure_openai-openai_completions_finetune.yml)|The hello world pipeline job with inline parallel job
 
 
 **Endpoints** ([endpoints](endpoints))

cli/foundation-models/azure_openai/openai_completions_finetune/openai_completions_finetune.md

@@ -1,4 +1,4 @@
-## How to finetune openai models via CLI mode using command components ?
+## How to finetune openai models via CLI mode using command component ?
 
 1. Login to az cli using `az login`
 

cli/foundation-models/azure_openai/openai_completions_finetune/openai_completions_finetune_spec.yaml

@@ -9,26 +9,18 @@ inputs:
   model_name: ada
 
 jobs:
-  model_selector:
-    type: command
-    component: azureml://registries/azure-openai-preview/components/openai_model_import/versions/0.2.0
-    inputs:
-      model: ${{parent.inputs.model_name}}
-    outputs:
-      output_model:
-        type: uri_folder
-        mode: mount
-
-
-  finetune:
-    type: command
-    component: azureml://registries/azure-openai-preview/components/openai_completions_finetune/versions/0.2.1
+  pipeline_finetune:
+    type: pipeline
+    component: azureml://registries/azure-openai-preview/components/openai_completions_finetune/versions/0.2.9
     inputs:
       train_dataset: 
         type: uri_folder
         path: azureml:oai_sample_training_data:1
         mode: ro_mount
-      base_model: ${{parent.jobs.model_selector.outputs.output_model}}
+      validation_dataset: 
+        type: uri_folder
+        path: azureml:oai_sample_training_data:1
+        mode: ro_mount
       registered_model_name: ft_ada_model_from_cli_doc
       model: ${{parent.inputs.model_name}}
     outputs:

sdk/python/README.md

@@ -68,7 +68,6 @@ Test Status is for branch - **_main_**
 |endpoints|online|[online-endpoints-deploy-mlflow-model](endpoints/online/mlflow/online-endpoints-deploy-mlflow-model.ipynb)|Deploy an mlflow model to an online endpoint. This will be a no-code-deployment. It doesn't require scoring script and environment.|[![online-endpoints-deploy-mlflow-model](https://github.com/Azure/azureml-examples/actions/workflows/sdk-endpoints-online-mlflow-online-endpoints-deploy-mlflow-model.yml/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/sdk-endpoints-online-mlflow-online-endpoints-deploy-mlflow-model.yml)|
 |endpoints|online|[online-endpoints-triton](endpoints/online/triton/single-model/online-endpoints-triton.ipynb)|Deploy a custom container as an online endpoint. Use web servers other than the default Python Flask server used by Azure ML without losing the benefits of Azure ML's built-in monitoring, scaling, alerting, and authentication.|[![online-endpoints-triton](https://github.com/Azure/azureml-examples/actions/workflows/sdk-endpoints-online-triton-single-model-online-endpoints-triton.yml/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/sdk-endpoints-online-triton-single-model-online-endpoints-triton.yml)|
 |foundation-models|azure_openai|[openai_completions_finetune](foundation-models/azure_openai/openai_completions_finetune.ipynb)|*no description*|[![openai_completions_finetune](https://github.com/Azure/azureml-examples/actions/workflows/sdk-foundation-models-azure_openai-openai_completions_finetune.yml/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/sdk-foundation-models-azure_openai-openai_completions_finetune.yml)|
-|foundation-models|azure_openai|[openai_completions_finetune_pipeline](foundation-models/azure_openai/openai_completions_finetune_pipeline.ipynb)|*no description*|[![openai_completions_finetune_pipeline](https://github.com/Azure/azureml-examples/actions/workflows/sdk-foundation-models-azure_openai-openai_completions_finetune_pipeline.yml/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/sdk-foundation-models-azure_openai-openai_completions_finetune_pipeline.yml)|
 |foundation-models|system|[import_model_into_registry](foundation-models/system/import/import_model_into_registry.ipynb)|*no description*|[![import_model_into_registry](https://github.com/Azure/azureml-examples/actions/workflows/sdk-foundation-models-system-import-import_model_into_registry.yml/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/sdk-foundation-models-system-import-import_model_into_registry.yml)|
 |foundation-models|system|[asr-batch-endpoint](foundation-models/system/inference/automatic-speech-recognition/asr-batch-endpoint.ipynb)|*no description*|[![asr-batch-endpoint](https://github.com/Azure/azureml-examples/actions/workflows/sdk-foundation-models-system-inference-automatic-speech-recognition-asr-batch-endpoint.yml/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/sdk-foundation-models-system-inference-automatic-speech-recognition-asr-batch-endpoint.yml)|
 |foundation-models|system|[summarization-batch-endpoint](foundation-models/system/inference/summarization/summarization-batch-endpoint.ipynb)|*no description*|[![summarization-batch-endpoint](https://github.com/Azure/azureml-examples/actions/workflows/sdk-foundation-models-system-inference-summarization-summarization-batch-endpoint.yml/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/sdk-foundation-models-system-inference-summarization-summarization-batch-endpoint.yml)|