feat: revamp kubernetes doc (#3173)

Signed-off-by: Julien Mancuso <161955438+julienmancuso@users.noreply.github.com>
Co-authored-by: hhzhang16 <54051230+hhzhang16@users.noreply.github.com>

README.md

@@ -148,7 +148,7 @@ Rerun with `curl -N` and change `stream` in the request to `true` to get the res
 
 ### Deploying Dynamo
 
-- Follow the [Quickstart Guide](docs/guides/dynamo_deploy/README.md) to deploy on Kubernetes.
+- Follow the [Quickstart Guide](docs/kubernetes/README.md) to deploy on Kubernetes.
 - Check out [Backends](components/backends) to deploy various workflow configurations (e.g. SGLang with router, vLLM with disaggregated serving, etc.)
 - Run some [Examples](examples) to learn about building components in Dynamo and exploring various integrations.
 

components/backends/sglang/deploy/README.md

@@ -74,7 +74,7 @@ extraPodSpec:
 
 Before using these templates, ensure you have:
 
-1. **Dynamo Cloud Platform installed** - See [Installing Dynamo Cloud](../../../../docs/guides/dynamo_deploy/installation_guide.md)
+1. **Dynamo Cloud Platform installed** - See [Installing Dynamo Cloud](../../../../docs/kubernetes/installation_guide.md)
 2. **Kubernetes cluster with GPU support**
 3. **Container registry access** for SGLang runtime images
 4. **HuggingFace token secret** (referenced as `envFromSecret: hf-token-secret`)
@@ -144,9 +144,9 @@ All templates use **DeepSeek-R1-Distill-Llama-8B** as the default model. But you
 
 ## Further Reading
 
-- **Deployment Guide**: [Creating Kubernetes Deployments](../../../../docs/guides/dynamo_deploy/create_deployment.md)
-- **Quickstart**: [Deployment Quickstart](../../../../docs/guides/dynamo_deploy/README.md)
-- **Platform Setup**: [Dynamo Cloud Installation](../../../../docs/guides/dynamo_deploy/installation_guide.md)
+- **Deployment Guide**: [Creating Kubernetes Deployments](../../../../docs/kubernetes/create_deployment.md)
+- **Quickstart**: [Deployment Quickstart](../../../../docs/kubernetes/README.md)
+- **Platform Setup**: [Dynamo Cloud Installation](../../../../docs/kubernetes/installation_guide.md)
 - **Examples**: [Deployment Examples](../../../../docs/examples/README.md)
 - **Kubernetes CRDs**: [Custom Resources Documentation](https://kubernetes.io/docs/concepts/extend-kubernetes/api-extension/custom-resources/)
 
@@ -159,4 +159,4 @@ Common issues and solutions:
 3. **Health check failures**: Review model loading logs and increase `initialDelaySeconds`
 4. **Out of memory**: Increase memory limits or reduce model batch size
 
-For additional support, refer to the [deployment guide](../../../../docs/guides/dynamo_deploy/README.md).
+For additional support, refer to the [deployment guide](../../../../docs/kubernetes/README.md).

components/backends/trtllm/deploy/README.md

@@ -102,7 +102,7 @@ extraPodSpec:
 
 Before using these templates, ensure you have:
 
-1. **Dynamo Cloud Platform installed** - See [Quickstart Guide](../../../../docs/guides/dynamo_deploy/README.md)
+1. **Dynamo Cloud Platform installed** - See [Quickstart Guide](../../../../docs/kubernetes/README.md)
 2. **Kubernetes cluster with GPU support**
 3. **Container registry access** for TensorRT-LLM runtime images
 4. **HuggingFace token secret** (referenced as `envFromSecret: hf-token-secret`)
@@ -153,7 +153,7 @@ args:
 
 ### 3. Deploy
 
-See the [Create Deployment Guide](../../../../docs/guides/dynamo_deploy/create_deployment.md) to learn how to deploy the deployment file.
+See the [Create Deployment Guide](../../../../docs/kubernetes/create_deployment.md) to learn how to deploy the deployment file.
 
 First, create a secret for the HuggingFace token.
 ```bash
@@ -277,9 +277,9 @@ Configure the `model` name and `host` based on your deployment.
 
 ## Further Reading
 
-- **Deployment Guide**: [Creating Kubernetes Deployments](../../../../docs/guides/dynamo_deploy/create_deployment.md)
-- **Quickstart**: [Deployment Quickstart](../../../../docs/guides/dynamo_deploy/README.md)
-- **Platform Setup**: [Dynamo Cloud Installation](../../../../docs/guides/dynamo_deploy/installation_guide.md)
+- **Deployment Guide**: [Creating Kubernetes Deployments](../../../../docs/kubernetes/create_deployment.md)
+- **Quickstart**: [Deployment Quickstart](../../../../docs/kubernetes/README.md)
+- **Platform Setup**: [Dynamo Cloud Installation](../../../../docs/kubernetes/installation_guide.md)
 - **Examples**: [Deployment Examples](../../../../docs/examples/README.md)
 - **Architecture Docs**: [Disaggregated Serving](../../../../docs/architecture/disagg_serving.md), [KV-Aware Routing](../../../../docs/architecture/kv_cache_routing.md)
 - **Multinode Deployment**: [Multinode Examples](../multinode/multinode-examples.md)
@@ -298,4 +298,4 @@ Common issues and solutions:
 6. **Git LFS issues**: Ensure git-lfs is installed before building containers
 7. **ARM deployment**: Use `--platform linux/arm64` when building on ARM machines
 
-For additional support, refer to the [deployment troubleshooting guide](../../../../docs/guides/dynamo_deploy/README.md).
+For additional support, refer to the [deployment troubleshooting guide](../../../../docs/kubernetes/README.md).

components/backends/vllm/deploy/README.md

@@ -82,7 +82,7 @@ extraPodSpec:
 
 Before using these templates, ensure you have:
 
-1. **Dynamo Cloud Platform installed** - See [Quickstart Guide](../../../../docs/guides/dynamo_deploy/README.md)
+1. **Dynamo Cloud Platform installed** - See [Quickstart Guide](../../../../docs/kubernetes/README.md)
 2. **Kubernetes cluster with GPU support**
 3. **Container registry access** for vLLM runtime images
 4. **HuggingFace token secret** (referenced as `envFromSecret: hf-token-secret`)
@@ -234,10 +234,10 @@ args:
 
 ## Further Reading
 
-- **Deployment Guide**: [Creating Kubernetes Deployments](../../../../docs/guides/dynamo_deploy/create_deployment.md)
-- **Quickstart**: [Deployment Quickstart](../../../../docs/guides/dynamo_deploy/README.md)
-- **Platform Setup**: [Dynamo Cloud Installation](../../../../docs/guides/dynamo_deploy/installation_guide.md)
-- **SLA Planner**: [SLA Planner Deployment Guide](../../../../docs/guides/dynamo_deploy/sla_planner_deployment.md)
+- **Deployment Guide**: [Creating Kubernetes Deployments](../../../../docs/kubernetes/create_deployment.md)
+- **Quickstart**: [Deployment Quickstart](../../../../docs/kubernetes/README.md)
+- **Platform Setup**: [Dynamo Cloud Installation](../../../../docs/kubernetes/installation_guide.md)
+- **SLA Planner**: [SLA Planner Deployment Guide](../../../../docs/kubernetes/sla_planner_deployment.md)
 - **Examples**: [Deployment Examples](../../../../docs/examples/README.md)
 - **Architecture Docs**: [Disaggregated Serving](../../../../docs/architecture/disagg_serving.md), [KV-Aware Routing](../../../../docs/architecture/kv_cache_routing.md)
 
@@ -251,4 +251,4 @@ Common issues and solutions:
 4. **Out of memory**: Increase memory limits or reduce model batch size
 5. **Port forwarding issues**: Ensure correct pod UUID in port-forward command
 
-For additional support, refer to the [deployment troubleshooting guide](../../../../docs/guides/dynamo_deploy/README.md).
+For additional support, refer to the [deployment troubleshooting guide](../../../../docs/kubernetes/README.md).

deploy/cloud/helm/crds/README.md

@@ -17,4 +17,4 @@ limitations under the License.
 
 # Dynamo Kubernetes Platform CRDs Helm Chart
 
-This chart installs the [CRDs](../../../../docs/guides/dynamo_deploy/api_reference.md) for the Dynamo Kubernetes Platform.
+This chart installs the [CRDs](../../../../docs/kubernetes/api_reference.md) for the Dynamo Kubernetes Platform.
\ No newline at end of file

deploy/cloud/helm/platform/README.md

@@ -103,7 +103,7 @@ For detailed etcd configuration options beyond `etcd.enabled`, please refer to t
 
 ## 📚 Additional Resources
 
-- [Dynamo Cloud Deployment Installation Guide](../../../../docs/guides/dynamo_deploy/installation_guide.md)
+- [Dynamo Cloud Deployment Installation Guide](../../../../docs/kubernetes/installation_guide.md)
 - [NATS Documentation](https://docs.nats.io/)
 - [etcd Documentation](https://etcd.io/docs/)
 - [Kubernetes Operator Pattern](https://kubernetes.io/docs/concepts/extend-kubernetes/operator/)

deploy/cloud/helm/platform/README.md.gotmpl

@@ -57,7 +57,7 @@ For detailed etcd configuration options beyond `etcd.enabled`, please refer to t
 
 ## 📚 Additional Resources
 
-- [Dynamo Cloud Deployment Installation Guide](../../../../docs/guides/dynamo_deploy/installation_guide.md)
+- [Dynamo Cloud Deployment Installation Guide](../../../../docs/kubernetes/installation_guide.md)
 - [NATS Documentation](https://docs.nats.io/)
 - [etcd Documentation](https://etcd.io/docs/)
 - [Kubernetes Operator Pattern](https://kubernetes.io/docs/concepts/extend-kubernetes/operator/)

deploy/cloud/operator/Makefile

@@ -288,7 +288,7 @@ generate-api-docs: crd-ref-docs ## Generate API reference documentation from CRD
 		--output-path=./docs/api_reference.md
 	@echo "✅ Generated API reference at ./docs/api_reference.md"
 	# concatenate header.md and api_reference.md
-	cat docs/header.md ./docs/api_reference.md > ../../../docs/guides/dynamo_deploy/api_reference.md
+	cat docs/header.md ./docs/api_reference.md > ../../../docs/kubernetes/api_reference.md
 	rm ./docs/api_reference.md
 	@echo "✅ Concatenated header.md and api_reference.md"
 

deploy/cloud/operator/README.md

@@ -24,4 +24,4 @@ make
 
 ### Install
 
-See [Dynamo Kubernetes Platform Installation Guide](/docs/guides/dynamo_deploy/installation_guide.md) for installation instructions.
+See [Dynamo Kubernetes Platform Installation Guide](/docs/kubernetes/installation_guide.md) for installation instructions.

deploy/inference-gateway/README.md

@@ -24,7 +24,7 @@ Currently, these setups are only supported with the kGateway based Inference Gat
 
 ### 1. Install Dynamo Platform ###
 
-[See Quickstart Guide](../../docs/guides/dynamo_deploy/README.md) to install Dynamo Cloud.
+[See Quickstart Guide](../../docs/kubernetes/README.md) to install Dynamo Cloud.
 
 
 ### 2. Deploy Inference Gateway ###

deploy/logging/README.md

 # Dynamo Logging on Kubernetes
 
-For detailed documentation on collecting and visualizing logs on Kubernetes, see [docs/guides/dynamo_deploy/logging.md](../../docs/guides/dynamo_deploy/logging.md).
+For detailed documentation on collecting and visualizing logs on Kubernetes, see [docs/kubernetes/logging.md](../../docs/kubernetes/logging.md).

deploy/metrics/k8s/README.md

 # Dynamo Metrics Collection on Kubernetes
 
-For detailed documentation on collecting and visualizing metrics on Kubernetes, see [docs/guides/dynamo_deploy/metrics.md](../../../docs/guides/dynamo_deploy/metrics.md).
+For detailed documentation on collecting and visualizing metrics on Kubernetes, see [docs/kubernetes/metrics.md](../../../docs/kubernetes/metrics.md).

deploy/utils/README.md

@@ -6,7 +6,7 @@ This directory contains utilities and manifests for Dynamo benchmarking and prof
 
 **Before using these utilities, you must first set up Dynamo Cloud following the main installation guide:**
 
-👉 **[Follow the Dynamo Cloud installation guide](/docs/guides/dynamo_deploy/installation_guide.md) to install the Dynamo Kubernetes Platform first.**
+👉 **[Follow the Dynamo Cloud installation guide](/docs/kubernetes/installation_guide.md) to install the Dynamo Kubernetes Platform first.**
 
 This includes:
 1. Installing the Dynamo CRDs

deploy/utils/setup_benchmarking_resources.sh

@@ -56,7 +56,7 @@ fi
 if ! kubectl get pods -n "$NAMESPACE" | grep -q "dynamo-platform"; then
   warn "Dynamo platform pods not found in namespace $NAMESPACE"
   warn "Please ensure Dynamo Cloud platform is installed first:"
-  warn "  See: docs/guides/dynamo_deploy/installation_guide.md"
+  warn "  See: docs/kubernetes/installation_guide.md"
   if [[ -z "${FORCE:-}" && -z "${YES:-}" ]]; then
     read -p "Continue anyway? [y/N]: " -r ans
     [[ "$ans" =~ ^[Yy]$ ]] || exit 1

docs/architecture/sla_planner.md

@@ -110,7 +110,7 @@ Finally, SLA planner applies the change by scaling up/down the number of prefill
 
 ### K8s Deployment
 
-For detailed deployment instructions including setup, configuration, troubleshooting, and architecture overview, see the [SLA Planner Deployment Guide](../guides/dynamo_deploy/sla_planner_deployment.md).
+For detailed deployment instructions including setup, configuration, troubleshooting, and architecture overview, see the [SLA Planner Deployment Guide](../kubernetes/sla_planner_deployment.md).
 
 **To deploy SLA Planner:**
 ```bash

docs/benchmarks/benchmarking.md

@@ -97,7 +97,7 @@ Client-side benchmarking runs on your local machine and connects to Kubernetes d
 Follow these steps to benchmark Dynamo deployments using client-side benchmarking:
 
 ### Step 1: Establish Kubernetes Cluster and Install Dynamo
-Set up your Kubernetes cluster with NVIDIA GPUs and install the Dynamo Cloud platform. First follow the [installation guide](/docs/guides/dynamo_deploy/installation_guide.md) to install Dynamo Cloud, then use [deploy/utils/README](../../deploy/utils/README.md) to set up benchmarking resources.
+Set up your Kubernetes cluster with NVIDIA GPUs and install the Dynamo Cloud platform. First follow the [installation guide](/docs/kubernetes/installation_guide.md) to install Dynamo Cloud, then use [deploy/utils/README](../../deploy/utils/README.md) to set up benchmarking resources.
 
 ### Step 2: Deploy DynamoGraphDeployments
 Deploy your DynamoGraphDeployments separately using the [deployment documentation](../../components/backends/). Each deployment should have a frontend service exposed.

docs/benchmarks/pre_deployment_profiling.md

@@ -89,7 +89,7 @@ SLA planner can work with any interpolation data that follows the above format.
 
 ## Running the Profiling Script in Kubernetes
 
-Set up your Kubernetes namespace for profiling (one-time per namespace). First ensure Dynamo Cloud platform is installed by following the [main installation guide](../../deploy/README.md), then set up profiling resources using [deploy/utils/README](../../deploy/utils/README.md). If your namespace is already set up, skip this step.
+Set up your Kubernetes namespace for profiling (one-time per namespace). First ensure Dynamo Cloud platform is installed by following the [main installation guide](/docs/kubernetes/installation_guide.md), then set up profiling resources using [deploy/utils/README](/deploy/utils/README.md). If your namespace is already set up, skip this step.
 
 **Prerequisites**: Ensure all dependencies are installed. If you ran the setup script above, dependencies are already installed. Otherwise, install them manually:
 ```bash

docs/guides/logging.md

@@ -146,4 +146,4 @@ curl -d '{"model": "Qwen/Qwen3-0.6B", "max_completion_tokens": 2049, "messages":
 - [Distributed Runtime Architecture](../architecture/distributed_runtime.md)
 - [Dynamo Architecture Overview](../architecture/architecture.md)
 - [Backend Guide](backend.md)
-- [Log Aggregation in Kubernetes](dynamo_deploy/logging.md)
+- [Log Aggregation in Kubernetes](../kubernetes/logging.md)

docs/guides/metrics.md

@@ -31,7 +31,7 @@ Dynamo automatically exposes metrics with the `dynamo_` name prefixes. It also a
 
 **Specialized Component Metrics**: Components can also expose additional metrics specific to their functionality. For example, a `preprocessor` component exposes metrics with the `dynamo_preprocessor_*` prefix. See the [Available Metrics section](../../deploy/metrics/README.md#available-metrics) for details on specialized component metrics.
 
-**Kubernetes Integration**: For comprehensive Kubernetes deployment and monitoring setup, see the [Kubernetes Metrics Guide](dynamo_deploy/metrics.md). This includes Prometheus Operator setup, metrics collection configuration, and visualization in Grafana.
+**Kubernetes Integration**: For comprehensive Kubernetes deployment and monitoring setup, see the [Kubernetes Metrics Guide](../kubernetes/metrics.md). This includes Prometheus Operator setup, metrics collection configuration, and visualization in Grafana.
 
 ## Metrics Hierarchy
 

docs/hidden_toctree.rst

@@ -24,16 +24,16 @@
    API/nixl_connect/write_operation.md
    API/nixl_connect/README.md
 
-   guides/dynamo_deploy/api_reference.md
-   guides/dynamo_deploy/create_deployment.md
-
-   guides/dynamo_deploy/fluxcd.md
-   guides/dynamo_deploy/gke_setup.md
-   guides/dynamo_deploy/grove.md
-   guides/dynamo_deploy/model_caching_with_fluid.md
-   guides/dynamo_deploy/README.md
+   kubernetes/api_reference.md
+   kubernetes/create_deployment.md
+
+   kubernetes/fluxcd.md
+   kubernetes/gke_setup.md
+   kubernetes/grove.md
+   kubernetes/model_caching_with_fluid.md
+   kubernetes/README.md
    guides/dynamo_run.md
-   guides/dynamo_deploy/sla_planner_deployment.md
+   kubernetes/sla_planner_deployment.md
    guides/metrics.md
    guides/run_kvbm_in_vllm.md
    guides/run_kvbm_in_trtllm.md