Update references to kfp_components package across repository to align with new kubeflow SDK naming convention. Update installation instructions in README.md accordingly.

Signed-off-by: Helber Belmiro <helber.belmiro@gmail.com>

Author: hbelmiro

README.md

@@ -53,11 +53,11 @@ The Kubeflow Pipelines Components repository serves as:
 
 ### Install Core Components (Coming Soon)
 
-Install the official Kubeflow Pipelines Components package:
+Install the official Kubeflow SDK with components:
 
 ```bash
 # Not yet available - coming soon!
-pip install kfp-components
+pip install kubeflow
 ```
 
 ### Install Third-Party Components (Coming Soon)
@@ -75,10 +75,10 @@ Once the packages are available, you'll be able to verify the installation:
 
 ```python
 # Coming soon - example verification code
-from kfp_components import training, evaluation, data_processing
+from kubeflow.pipelines.components import training, evaluation, data_processing
 
 # Example: Use a training component
-from kfp_components.training import my_component
+from kubeflow.pipelines.components.training import my_component
 
 # List available components
 print(dir(training))
@@ -90,8 +90,8 @@ print(dir(training))
 
 ```python
 from kfp import dsl
-from kfp_components.training import model_trainer
-from kfp_components.evaluation import model_evaluator
+from kubeflow.pipelines.components.training import model_trainer
+from kubeflow.pipelines.components.evaluation import model_evaluator
 
 @dsl.pipeline(
     name="my-ai-pipeline",
@@ -186,7 +186,7 @@ Each component has designated owners listed in its `OWNERS` file who:
 
 ## 📦 Releases
 
-- **Core Package**: `kfp-components` - Official community-maintained components
+- **Core Package**: `kubeflow` - Official Kubeflow SDK including community-maintained components
 - **Third-Party Package**: `kfp-components-third-party` - Vetted third-party contributions
 - **Versioning**: Follows semantic versioning aligned with Kubeflow releases
 - **Release Cadence**: Regular releases aligned with Kubeflow Pipelines SDK

components/__init__.py

@@ -1,10 +1,10 @@
 """Kubeflow Pipelines Components - Core Components Package
 
 This module auto-imports all components for clean usage:
-    from kfp_components import training
-    from kfp_components import evaluation
-    from kfp_components import data_processing
-    from kfp_components import deployment
+    from kubeflow.pipelines.components import training
+    from kubeflow.pipelines.components import evaluation
+    from kubeflow.pipelines.components import data_processing
+    from kubeflow.pipelines.components import deployment
 """
 
 from . import training

components/data_processing/__init__.py

@@ -1,7 +1,7 @@
 """Data Processing Components Module
 
 This module re-exports all components in the data_processing category for easy import:
-    from kfp_components.data_processing import component_name
+    from kubeflow.pipelines.components.data_processing import component_name
 """
 
 # Auto-generated imports will be added here by scripts/update_init_imports.py

components/deployment/__init__.py

@@ -1,7 +1,7 @@
 """Deployment Components Module
 
 This module re-exports all components in the deployment category for easy import:
-    from kfp_components.deployment import component_name
+    from kubeflow.pipelines.components.deployment import component_name
 """
 
 # Auto-generated imports will be added here by scripts/update_init_imports.py

components/evaluation/__init__.py

@@ -1,7 +1,7 @@
 """Evaluation Components Module
 
 This module re-exports all components in the evaluation category for easy import:
-    from kfp_components.evaluation import component_name
+    from kubeflow.pipelines.components.evaluation import component_name
 """
 
 # Auto-generated imports will be added here by scripts/update_init_imports.py

components/training/__init__.py

@@ -1,7 +1,7 @@
 """Training Components Module
 
 This module re-exports all components in the training category for easy import:
-    from kfp_components.training import component_name
+    from kubeflow.pipelines.components.training import component_name
 """
 
 # Auto-generated imports will be added here by scripts/update_init_imports.py

pipelines/__init__.py

@@ -1,11 +1,11 @@
 """Kubeflow Pipelines Components - Core Pipelines Package
 
 This module auto-imports all pipelines for clean usage:
-    from kfp_components import pipelines
-    from kfp_components.pipelines import training
-    from kfp_components.pipelines import evaluation
-    from kfp_components.pipelines import data_processing
-    from kfp_components.pipelines import deployment
+    from kubeflow.pipelines import pipelines
+    from kubeflow.pipelines.pipelines import training
+    from kubeflow.pipelines.pipelines import evaluation
+    from kubeflow.pipelines.pipelines import data_processing
+    from kubeflow.pipelines.pipelines import deployment
 """
 
 from . import training

pipelines/data_processing/__init__.py

@@ -1,7 +1,7 @@
 """Data Processing Pipelines Module
 
 This module re-exports all pipelines in the data_processing category for easy import:
-    from kfp_components.pipelines.data_processing import pipeline_name
+    from kubeflow.pipelines.pipelines.data_processing import pipeline_name
 """
 
 # Auto-generated imports will be added here by scripts/update_init_imports.py

pipelines/deployment/__init__.py

@@ -1,7 +1,7 @@
 """Deployment Pipelines Module
 
 This module re-exports all pipelines in the deployment category for easy import:
-    from kfp_components.pipelines.deployment import pipeline_name
+    from kubeflow.pipelines.pipelines.deployment import pipeline_name
 """
 
 # Auto-generated imports will be added here by scripts/update_init_imports.py

pipelines/evaluation/__init__.py

@@ -1,7 +1,7 @@
 """Evaluation Pipelines Module
 
 This module re-exports all pipelines in the evaluation category for easy import:
-    from kfp_components.pipelines.evaluation import pipeline_name
+    from kubeflow.pipelines.pipelines.evaluation import pipeline_name
 """
 
 # Auto-generated imports will be added here by scripts/update_init_imports.py