Added new column 'deploymeny configs' to the itable that allows user's to view SDK config code (#188)

Co-authored-by: Mohamed Zeidan <[email protected]>

Author: mohamedzeidan2021

examples/inference/SDK/inference-jumpstart-e2e.ipynb

@@ -55,7 +55,7 @@
    "outputs": [],
    "source": [
     "# Import the helper module\n",
-    "from jumpstart_public_hub_visualization_utils import get_all_public_hub_model_data\n",
+    "from sagemaker.hyperpod.inference.jumpstart_public_hub_visualization_utils import get_all_public_hub_model_data\n",
     "\n",
     "# Load and display SageMaker public hub models\n",
     "get_all_public_hub_model_data(region=\"us-east-2\")"

…pstart_public_hub_visualization_utils.py …pstart_public_hub_visualization_utils.pyexamples/inference/SDK/jumpstart_public_hub_visualization_utils.py renamed to src/sagemaker/hyperpod/inference/jumpstart_public_hub_visualization_utils.py examples/inference/SDK/jumpstart_public_hub_visualization_utils.py renamed to src/sagemaker/hyperpod/inference/jumpstart_public_hub_visualization_utils.py

@@ -19,6 +19,7 @@
 import itables
 import pandas
 import logging
+import json
 from botocore.config import Config
 from ipywidgets import Button, Output
 from IPython.display import display
@@ -160,6 +161,7 @@ def _get_model_summary(self, full_summary):
             "Model Type": model_type,
             "Model Description": full_summary["HubContentDescription"],
             "Search Keywords": keywords,
+            "Deployment Configs": self._create_config_link(full_summary["HubContentName"]),
         }
 
     def _determine_model_type(self, keywords, model_id):
@@ -180,6 +182,84 @@ def _get_hub_document(self, model_id):
             HubContentType="Model", 
             HubContentName=model_id
         )["HubContentDocument"]
+    
+    def _get_supported_instance_types(self, model_id):
+        """Extract supported instance types from hub document."""
+        try:
+            hub_doc = self._get_hub_document(model_id)
+            doc_data = json.loads(hub_doc)
+            
+            supported_types = doc_data.get("SupportedInferenceInstanceTypes", [])
+            default_type = doc_data.get("DefaultInferenceInstanceType")
+            
+            if default_type and default_type in supported_types:
+                supported_types = [default_type] + [t for t in supported_types if t != default_type]
+            
+            return {"types": supported_types, "default": default_type, "error": None}
+        except Exception as e:
+            return {"types": [], "default": None, "error": str(e)}
+    
+    def _create_config_link(self, model_id):
+        """Create deployment config display using collapsible details for all environments."""
+        return f'<details><summary style="color: #007bff; cursor: pointer;">View SDK Config</summary><pre style="font-size: 10px; background: #f5f5f5; padding: 5px; margin: 5px 0;">{self._generate_deployment_config(model_id)}</pre></details>'
+    
+    def _generate_deployment_config(self, model_id):
+        """Generate deployment configuration code for a model."""
+        instance_data = self._get_supported_instance_types(model_id)
+        supported_types = instance_data["types"]
+        default_type = instance_data["default"]
+        error = instance_data["error"]
+
+        if error:
+            instance_type = '<ENTER-INSTANCE-TYPE>'
+            types_comment = ""
+        else:
+            instance_type = default_type if default_type else '\<ENTER-INSTANCE-TYPE\>'
+            types_comment = self._format_instance_types_comment(supported_types)
+        
+        config_code = f'''# Deployment configuration for {model_id}
+from sagemaker.hyperpod.inference.config.hp_jumpstart_endpoint_config import (
+    Model, Server, SageMakerEndpoint
+)
+from sagemaker.hyperpod.inference.hp_jumpstart_endpoint import HPJumpStartEndpoint
+
+{types_comment}
+
+# Create configs - REPLACE PLACEHOLDER VALUE BELOW
+model = Model(
+    model_id='{model_id}',
+)
+server = Server(
+    instance_type='{instance_type}',
+)
+endpoint_name = SageMakerEndpoint(name='ENTER-YOUR-ENDPOINT-NAME')
+
+# Create endpoint spec
+js_endpoint = HPJumpStartEndpoint(
+    model=model,
+    server=server,
+    sage_maker_endpoint=endpoint_name,
+)
+
+# Deploy the endpoint
+js_endpoint.create()'''
+        return config_code
+    
+    def _format_instance_types_comment(self, supported_types):
+        """Format instance types comment with line breaks for better readability."""
+        if not supported_types:
+            return "# No supported instance types found"
+        
+        if len(supported_types) <= 5:
+            return f"# Supported instance types: {', '.join(supported_types)}"
+        
+        # For more than 5 instance types, format with newlines every 5 types
+        comment_lines = ["# Supported instance types:"]
+        for i in range(0, len(supported_types), 5):
+            batch = supported_types[i:i+5]
+            comment_lines.append(f"#   {', '.join(batch)}")
+        
+        return '\n'.join(comment_lines)
 
 
 def get_all_public_hub_model_data(region: str):
@@ -198,14 +278,14 @@ def interactive_view(tabular_data: list):
     styled_df = _style_dataframe(df)
     layout = _get_table_layout(len(tabular_data))
 
-    itables.show(styled_df, layout=layout)
+    itables.show(styled_df, layout=layout, allow_html=True)
 
 
 def _configure_itables():
     """Configure itables for notebook display."""
     itables.init_notebook_mode(all_interactive=True)
     itables.options.allow_html = True
-
+    
 
 def _style_dataframe(df):
     """Apply styling to dataframe."""
@@ -216,4 +296,4 @@ def _style_dataframe(df):
 
 def _get_table_layout(data_length):
     """Get appropriate table layout based on data size."""
-    return {} if data_length > 10 else {"topStart": None, "topEnd": "search"}
+    return {} if data_length > 10 else {"topStart": None, "topEnd": "search"}