Add Deploying ClearML in Nutanix

docs/deploying_clearml/enterprise_deploy/nutanix.md

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+---
+title: Deploying ClearML in Nutanix
+---
+
+This guide outlines how to deploy the ClearML control plane within the Nutanix Enterprise Cloud environment and 
+integrate it with Nutanix object storage for efficient experiment tracking and artifact management. The process includes 
+the following steps:
+1. Deploy the ClearML control plane on a Kubernetes cluster 
+1. Set up your Nutanix storage 
+1. Configure ClearML to access your Nutanix storage 
+
+## ClearML Control Plane Setup
+
+To deploy the ClearML control plane on Nutanix:
+1. **Provision Kubernetes Cluster**: Set up a Kubernetes cluster within your Nutanix environment.
+1. **Install ClearML Platform**: Deploy the ClearML control plane components onto the provisioned Kubernetes cluster 
+using Helm. This includes configuring the ClearML servers, execution agents, and application gateway
+
+For detailed instructions on installing ClearML on a Kubernetes cluster, see [Kubernetes deployment](k8s.md). 
+
+Once the ClearML control plane is running, the next step is to configure dedicated Nutanix object storage for storing 
+experiment artifacts and outputs.
+
+## Set Up Nutanix Storage
+
+To leverage Nutanix object storage with ClearML, you need to create and configure an S3-compatible storage bucket. See 
+detailed instructions in the [Nutanix documentation](https://portal.nutanix.com/page/documents/details?targetId=Objects-v5_1:top-create-configure-buckets-t.html).
+
+Next, configure the access credentials to this bucket in ClearML to enable storage access for storing workload outputs. 
+
+## Configure ClearML Access to Nutanix Storage
+
+To have ClearML make use of the dedicated Nutanix S3 bucket, specify the following parameters:
+* [Bucket location (Output URL)](#configure-storage-destination)
+* [Access credentials](#configure-access-credentials)
+
+### Configure Storage Destination
+
+To set the storage destination for all task outputs, set the `sdk.development.default_output_uri` configuration value in 
+any of the following:
+* The [`clearml.conf`](../../configs/clearml_conf.md) in your workload environment. 
+* A [configuration vault](../../webapp/settings/webapp_settings_profile.md#configuration-vault) 
+
+For either option, specify the storage location using the following format: `s3://host_addr:port/bucket`. 
+**Note that port specification is required** for non-AWS S3 endpoint access. The configuration should look something like 
+the following:
+
+```
+sdk {
+    development {
+      default_output_uri: "s3.nutanix.acme.com:443/clearml-experiments"
+       } 
+    }
+}
+```
+
+:::note Configuration Vaults
+Configuration can be applied by users in their personal configuration vault, or centrally by an administrator through an 
+[admin vault](../../webapp/settings/webapp_settings_admin_vaults.md).
+::: 
+
+A specific task can override the global setting by explicitly specifying a storage location in the following ways:
+* **During Task Initialization**: When initializing a task using [`Task.init()`](../../references/sdk/task.md#taskinit), 
+  set the `output_uri` parameter:
+
+  ```
+  task = Task.init(
+      project_name='ChatBot',
+      task_name='ChatBot training',
+      output_uri='s3://host_addr:port/bucket'
+  )
+  ```
+
+* **Using the UI**: You can set the output URI of tasks in `draft` status in the ClearML UI. For more details, see [Tuning Tasks](../../webapp/webapp_exp_tuning.md).
+
+### Configure Access Credentials
+Configure the access credentials to your Nutanix S3 bucket in either the workload environment clearml.conf file or in a 
+[Configuration Vault](../../webapp/settings/webapp_settings_profile.md#configuration-vault).
+
+The configuration for both options should look something like the following:
+
+:::important
+Port specification is mandatory whenever you specify non-AWS S3 endpoint access. Use the following URI format: `s3://<hostname>:<port>/<bucket-name>/path`.
+::: 
+
+```
+sdk {
+  aws {
+    s3 {
+      # default, used for any bucket not specified below
+      key: ""
+      secret: ""
+      region: ""
+    
+      credentials: [
+        {
+          # This will apply to all buckets in this host (unless key/value is specifically provided for a given bucket)
+         host: "s3.nutanix.acme.com:443"
+         key: "NUTANIX_ACCESS_KEY"
+         secret: "NUTANIX_SECRET_KEY"
+         secure: true
+         verify: true 
+                    
+         }
+       ]
+     } 
+   }
+}
+```
+