Add Text-Generation/Chat MaaP FineTuning sample (#3459)

* Add Text-Generation MaaP FineTuning sample

* Add chat sample notebook for maap

* Add CLI samples

* Add missing file

* Fix comments and use the released sdk.

* Corrections.

* Fix black formatter issue.

* Minor changes.

---------

Co-authored-by: Sagar Sumant <sasum@microsoft.com>

cli/README.md

@@ -211,6 +211,10 @@ 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
+[finetuning-model-as-a-service-chat-completion](jobs/finetuning/standalone/model-as-a-service/chat-completion/chat-completion-finetuning.yaml)|[![finetuning-model-as-a-service-chat-completion](https://github.com/Azure/azureml-examples/workflows/cli-jobs-finetuning-standalone-model-as-a-service-chat-completion/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-finetuning-standalone-model-as-a-service-chat-completion.yml)|No description
+[finetuning-model-as-a-service-text-generation](jobs/finetuning/standalone/model-as-a-service/text-generation/text-generation-finetuning.yaml)|[![finetuning-model-as-a-service-text-generation](https://github.com/Azure/azureml-examples/workflows/cli-jobs-finetuning-standalone-model-as-a-service-text-generation/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-finetuning-standalone-model-as-a-service-text-generation.yml)|No description
+[finetuning-model-as-a-platform-chat-completion](jobs/finetuning/standalone/model-as-a-service/chat-completion/chat-completion-finetuning.yaml)|[![finetuning-model-as-a-platform-chat-completion](https://github.com/Azure/azureml-examples/workflows/cli-jobs-finetuning-standalone-model-as-a-platform-chat-completion/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-finetuning-standalone-model-as-a-platform-chat-completion.yml)|No description
+[finetuning-model-as-a-platform-text-generation](jobs/finetuning/standalone/model-as-a-service/text-generation/text-generation-finetuning.yaml)|[![finetuning-model-as-a-platform-text-generation](https://github.com/Azure/azureml-examples/workflows/cli-jobs-finetuning-standalone-model-as-a-platform-text-generation/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-finetuning-standalone-model-as-a-platform-text-generation.yml)|No description
 [cli\foundation-models\azure_openai\oai-v1\openai_completions_finetune\openai_completions_finetune_spec.yaml](cli\foundation-models\azure_openai\oai-v1\openai_completions_finetune\openai_completions_finetune_spec.yaml)|[![cli\foundation-models\azure_openai\oai-v1\openai_completions_finetune\openai_completions_finetune_spec.yaml](https://github.com/Azure/azureml-examples/workflows/cli-foundation-models-azure_openai-oai-v1-openai_completions_finetune.yml/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-foundation-models-azure_openai-oai-v1-openai_completions_finetune.yml)|The hello world pipeline job with inline parallel job
 [cli\foundation-models\azure_openai\oai-v2\openai_completions_finetune_pipeline\openai_completions_finetune_pipeline_spec.yaml](cli\foundation-models\azure_openai\oai-v2\openai_completions_finetune_pipeline\openai_completions_finetune_pipeline_spec.yaml)|[![cli\foundation-models\azure_openai\oai-v2\openai_completions_finetune_pipeline\openai_completions_finetune_pipeline_spec.yaml](https://github.com/Azure/azureml-examples/workflows/cli-foundation-models-azure_openai-oai-v2-openai_completions_finetune.yml/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-foundation-models-azure_openai-oai-v2-openai_completions_finetune.yml)|The hello world pipeline job with inline parallel job
 

cli/jobs/finetuning/standalone/finetuning-job-cliv2-readme.md

@@ -47,10 +47,16 @@ Note that these files are for demo purposes only.
 
 Sample Yaml file for generating FineTuningJob using azureml CLIV2
 
-**Text Generation FineTuning (Model-As-A-Service)**
-1. [finetuning-with-amlcompute](./model-as-a-service/text-generation/text-generation-finetuning.yaml)
+**Text Generation FineTuning (Model-As-A-Platform)**
+1. [finetuning-with-amlcompute](./model-as-a-platform/text-generation/text-generation-finetuning-amlcompute.yaml)
+2. [finetuning-with-instance-types](./model-as-a-platform/text-generation/text-generation-finetuning-instance-types.yaml)
 
-**ChatCompletion FineTuning (Model-As-A-Service)**
-1. [finetuning-with-amlcompute](./model-as-a-service/chat-completion/chat-completion-finetuning.yaml)
+**ChatCompletion FineTuning (Model-As-A-Platform)**
+1. [finetuning-with-amlcompute](./model-as-a-platform/chat/chat-completion-finetuning-amlcompute.yaml)
+2. [finetuning-with-instance-types](./model-as-a-platform/chat/chat-completion-finetuning-instance-types.yaml)
 
+**Text Generation FineTuning (Model-As-A-Service)**
+1. [finetuning](./model-as-a-service/text-generation/text-generation-finetuning.yaml)
 
+**ChatCompletion FineTuning (Model-As-A-Service)**
+1. [finetuning](./model-as-a-service/chat-completion/chat-completion-finetuning.yaml)

cli/jobs/finetuning/standalone/model-as-a-platform/chat-completion/chat-completion-finetuning-amlcompute.yaml

@@ -0,0 +1,27 @@
+type: finetuning
+
+name: "Phi-3-mini-4k-instruct-with-amlcompute"
+experiment_name: "Phi-3-mini-4k-instruct-finetuning-experiment"
+display_name: "Phi-3-mini-4k-instruct-display-name"
+task: chat_completion
+model_provider: custom
+model: 
+  path: "azureml://registries/azureml/models/Phi-3-mini-4k-instruct/versions/14"
+  type: mlflow_model
+compute: "lowpri-a100"
+training_data: train.jsonl
+validation_data:
+  path: validation.jsonl
+  type: uri_file
+hyperparameters:
+  num_train_epochs: "1"
+  per_device_train_batch_size: "1"
+  learning_rate: "0.00002"
+properties:
+  my_property: "my_value"
+tags:
+  foo_tag: "bar"
+outputs:
+  registered_model:
+    name: "Phi-3-mini-4k-instruct-finetuned-model"
+    type: mlflow_model

cli/jobs/finetuning/standalone/model-as-a-platform/chat-completion/chat-completion-finetuning-instance-types.yaml

@@ -0,0 +1,32 @@
+type: finetuning
+
+name: "Phi-3-mini-4k-instruct-with-instance-types"
+experiment_name: "Phi-3-mini-4k-instruct-finetuning-experiment-instance-types"
+display_name: "Phi-3-mini-4k-instruct-display-name"
+task: chat_completion
+model_provider: custom
+model: 
+  path: "azureml://registries/azureml/models/Phi-3-mini-4k-instruct/versions/14"
+  type: mlflow_model
+resources:
+  instance_types:
+  # You can specify multiple instance types for the training job
+  # Backend will decide which instance type to use based on the constraints on training job.
+    - "Standard_NC96ads_A100_v4"
+    - "Standard_E4s_v3"
+training_data: train.jsonl
+validation_data:
+  path: validation.jsonl
+  type: uri_file
+hyperparameters:
+  num_train_epochs: "1"
+  per_device_train_batch_size: "1"
+  learning_rate: "0.00002"
+properties:
+  my_property: "my_value"
+tags:
+  foo_tag: "bar"
+outputs:
+  registered_model:
+    name: "Phi-3-mini-4k-instruct-finetuned-model"
+    type: mlflow_model

cli/jobs/finetuning/standalone/model-as-a-platform/chat-completion/readme.md

@@ -0,0 +1,2 @@
+## How to run FineTuningJob using AzureML CLIV2?
+[Running FineTuningJob Using AzureML CLIV2](../../finetuning-job-cliv2-readme.md)