From 3ecb95ff801997e994db344e475b84fb9ca5feb7 Mon Sep 17 00:00:00 2001 From: tmontfort Date: Wed, 22 Oct 2025 13:32:53 -0400 Subject: [PATCH 01/11] init --- deps/NNNN-rolling-update-strategy.md | 37 ++++++++++++++++++++++++++++ 1 file changed, 37 insertions(+) create mode 100644 deps/NNNN-rolling-update-strategy.md diff --git a/deps/NNNN-rolling-update-strategy.md b/deps/NNNN-rolling-update-strategy.md new file mode 100644 index 00000000..d7e60a28 --- /dev/null +++ b/deps/NNNN-rolling-update-strategy.md @@ -0,0 +1,37 @@ +# Background + +In Dynamo, each model is represented by a **ModelDeploymentCard (MDC)**. The MDC comprises of the model name (display name), tokenizer config, context length, model input/type specification, among other fields that defines the model inference behavior. + +When a model worker starts up, it publishes its MDC to the KvStore with the key `v1/mdc/{namespace}.{component}.{endpoint}/{instance_id}`. + +When deploying a **DynamoGraphDeployment (DGD)**, the CRD spec has a list of services which define the components that make up an inference graph. For instance, in the vllm `disagg.yaml` file, the services are: `Frontend`, `VllmDecodeWorker`, and `VllmPrefillWorker`. Each component has a field `dynamoNamespace` which defines the `namespace` part of the `Endpoint` that the worker will listen on. The `component` and `endpoint` parts of the worker `Endpoint` are not derived from the DGD but rather statically defined within the backend component itself. For instance, the `VllmDecodeWorker` component `Endpoint` has `component` part `backend` and `endpoint` part `generate`. `VllmPrefillWorker` component `Endpoint` has `component` part `prefill` and `endpoint` part `generate`. + +The Frontend has a `ModelWatcher` that watches the KvStore for keys with the prefix `v1/mdc`. If the Frontend is deployed in the global namespace (`dynamo`), then all MDCs will be processed. If the frontend is deployed into a non-global namespace, than only MDCs that match the namespace will be processed (`v1/mdc/{namespace}.*`) + +On a KvStore PUT event, the `ModelWatcher` will grab the model name (display_name) from the MDC and check if the `ModelManager` already contains an engine for that model. If there is an engine that exists but the MDC checksum (generated from select MDC fields) does not match, the `ModelWatcher` will discard the instance and log an error. Currently, the worker with discarded MDC will continue to run and consume resources without ever receiving traffic. If there is no engine for that model, an engine is created and stored on the `ModelManager`. + +The model engine contains a `Client` constructed for the MDC `Endpoint`. This `Client` will watch the KvStore PUT events for keys with the prefix `v1/instance/{namespace}/{component}/{endpoint}`. When a PUT event is received, the `Client` will update the instance list. + +# Issues + +## Model Crosstalk + +When deploying two DGDs for the different models, say llama3.1-70B and Qwen3-0.6B, if the DGDs are deployed in the same namespace (both have the same `dynamoNamespace` field value), the workers will register under the same `Endpoint`. In the vllm `disagg.yaml` example above, both workers for llama3.1-70B and Qwen3-0.6B will register under the `Endpoint` `{dynamoNamespace}/backend/generate`. Because the `Client` for both model engines is watching the same prefix `v1/instance/{dynamoNamespace}/backend/generate`, each `Client` will discover instances from both models, resulting in the `PushRouter` routing engine for llama3.1-70B for example sending requests to both sets of model workers. + +TODO: temp solution - shared frontend + +## Rolling Update Scenarios + +### Update Dynamo Worker Version + +### Update Frontend Worker Version + +### Different MDC Checksums + +### Incompatible KV Cache Transfer Mechanisms + +https://github.com/ai-dynamo/enhancements/pull/28/files + +- DGD name becomes namespace +- component name derived from componentType +- can have canary/rolling upgrade support using hash of component - append to namespace for supporting two worker pools for a model. solves differing MDCs and kv cache transfer compatibility From 565711c5089f1288524955f1369b08f275615d2f Mon Sep 17 00:00:00 2001 From: tmontfort Date: Thu, 23 Oct 2025 12:05:41 -0400 Subject: [PATCH 02/11] updates --- deps/NNNN-rolling-update-strategy.md | 146 +++++++++++++++++++++++++-- 1 file changed, 137 insertions(+), 9 deletions(-) diff --git a/deps/NNNN-rolling-update-strategy.md b/deps/NNNN-rolling-update-strategy.md index d7e60a28..fbefd329 100644 --- a/deps/NNNN-rolling-update-strategy.md +++ b/deps/NNNN-rolling-update-strategy.md @@ -1,24 +1,35 @@ # Background +This enhancement proposal is meant to address two things: + +1. Proposal on how the DynamoGraphDeployment (DGD) CRD specification creates addressable components. (TODO: fix wording) +2. Proposing solutions for outlined rolling update scenarios. + +## Model Deployment Cards (MDC) + In Dynamo, each model is represented by a **ModelDeploymentCard (MDC)**. The MDC comprises of the model name (display name), tokenizer config, context length, model input/type specification, among other fields that defines the model inference behavior. When a model worker starts up, it publishes its MDC to the KvStore with the key `v1/mdc/{namespace}.{component}.{endpoint}/{instance_id}`. -When deploying a **DynamoGraphDeployment (DGD)**, the CRD spec has a list of services which define the components that make up an inference graph. For instance, in the vllm `disagg.yaml` file, the services are: `Frontend`, `VllmDecodeWorker`, and `VllmPrefillWorker`. Each component has a field `dynamoNamespace` which defines the `namespace` part of the `Endpoint` that the worker will listen on. The `component` and `endpoint` parts of the worker `Endpoint` are not derived from the DGD but rather statically defined within the backend component itself. For instance, the `VllmDecodeWorker` component `Endpoint` has `component` part `backend` and `endpoint` part `generate`. `VllmPrefillWorker` component `Endpoint` has `component` part `prefill` and `endpoint` part `generate`. +The Frontend has a `ModelWatcher` that watches the KvStore PUT events for keys with the prefix `v1/mdc`. -The Frontend has a `ModelWatcher` that watches the KvStore for keys with the prefix `v1/mdc`. If the Frontend is deployed in the global namespace (`dynamo`), then all MDCs will be processed. If the frontend is deployed into a non-global namespace, than only MDCs that match the namespace will be processed (`v1/mdc/{namespace}.*`) +**TODO: link to the code where this is done** +The `ModelWatcher.watch` method first determines if the Frontend should process the MDC or discard it. If the frontend is deployed in the global namespace (`dynamo`), then all MDCs observed will be processed. If the Frontend is deployed in a non-global namespace, than only MDCs with keys that match the namespace will be processed (`v1/mdc/{namespace}.*`) -On a KvStore PUT event, the `ModelWatcher` will grab the model name (display_name) from the MDC and check if the `ModelManager` already contains an engine for that model. If there is an engine that exists but the MDC checksum (generated from select MDC fields) does not match, the `ModelWatcher` will discard the instance and log an error. Currently, the worker with discarded MDC will continue to run and consume resources without ever receiving traffic. If there is no engine for that model, an engine is created and stored on the `ModelManager`. +**TODO: link to the code where this is done** +If the MDC should be processed, `ModelWatcher` will grab the model name (display name) from the MDC and check if the `ModelManager` already contains an engine for that model. If there is an engine that exists but the MDC checksum (generated from select MDC fields) does not match, the `ModelWatcher` will discard the instance and log an error. Currently, the worker with discarded MDC will continue to run and consume resources without ever receiving traffic. If there is no engine for that model, an engine is created and stored on the `ModelManager`. The model engine contains a `Client` constructed for the MDC `Endpoint`. This `Client` will watch the KvStore PUT events for keys with the prefix `v1/instance/{namespace}/{component}/{endpoint}`. When a PUT event is received, the `Client` will update the instance list. -# Issues +### DynamoGraphDeployment (DGD) interaction with MDC -## Model Crosstalk +A **DynamoGraphDeployment (DGD)**, is the Dynamo Kubernetes CRD for deploying a distributed inference graph using the Dynamo runtime. -When deploying two DGDs for the different models, say llama3.1-70B and Qwen3-0.6B, if the DGDs are deployed in the same namespace (both have the same `dynamoNamespace` field value), the workers will register under the same `Endpoint`. In the vllm `disagg.yaml` example above, both workers for llama3.1-70B and Qwen3-0.6B will register under the `Endpoint` `{dynamoNamespace}/backend/generate`. Because the `Client` for both model engines is watching the same prefix `v1/instance/{dynamoNamespace}/backend/generate`, each `Client` will discover instances from both models, resulting in the `PushRouter` routing engine for llama3.1-70B for example sending requests to both sets of model workers. +**TODO: link to the yaml** +The CRD spec contains a list of services which define the components that make up an inference graph. For instance, in the vllm `disagg.yaml` file, the services are: `Frontend`, `VllmDecodeWorker`, and `VllmPrefillWorker`. Each component has a field `dynamoNamespace` which defines the `namespace` part of the `Endpoint` that the worker will listen on. The `component` and `endpoint` parts of the worker `Endpoint` are not derived from the DGD but rather statically defined within the backend component itself. For instance, the `VllmDecodeWorker` component `Endpoint` has `component` part `backend` and `endpoint` part `generate`. `VllmPrefillWorker` component `Endpoint` has `component` part `prefill` and `endpoint` part `generate`. +**TODO: point to the Model crosstalk section to explain why the static `component` and `endpoint` cause issues** -TODO: temp solution - shared frontend +## Common Rolling Update Strategies ## Rolling Update Scenarios @@ -30,8 +41,125 @@ TODO: temp solution - shared frontend ### Incompatible KV Cache Transfer Mechanisms -https://github.com/ai-dynamo/enhancements/pull/28/files +# Issues + +## Model Crosstalk + +When deploying two DGDs for two different models, say **llama3.1-70B** and **Qwen3-0.6B**, if the DGDs are deployed in the same namespace (both have the same `dynamoNamespace` field values), the workers will register under the same `Endpoint`. In the vllm `disagg.yaml` example above, both workers for **llama3.1-70B** and **Qwen3-0.6B** will register under the `Endpoint` `{dynamoNamespace}/backend/generate`. Because the `Client` for both model engines is watching the same prefix `v1/instance/{dynamoNamespace}/backend/generate`, each `Client` will discover instances from both models, resulting in the `PushRouter` routing engine for **llama3.1-70B** for example sending requests to both sets of model workers. + +TODO: temp solution - shared frontend + +## Rolling Update Scenarios + +### Different MDC Checksums + +In the scenario where a user would like to update the model's context length as an example, currently here is what happens: + +1. User patches the DGD CRD using a `kubectl apply -f` +2. The Dynamo Operator will update Grove `PodCliqueSet` `PodClique`(s) `PodTemplate` (TODO: confirm this is correct wording) +3. Grove Operator for each `PodClique` whose template hash has been changed will perform a rolling update of the `PodClique` +4. A Worker `Pod` in the old set will be terminated concurrently with a Worker `Pod` in the new set being started. +5. The old Worker `Pod` receives a SIGTERM. The Worker process itself will gracefully shutdown by draining in-flight requests then cancelling the lease which will remove the instance and MDC registration from the KvStore and will stop it from listening on the `Endpoint` address (TODO: confirm correct wording here) +6. The new Worker `Pod` process will start up, in which it creates a KvStore lease and attempts to register the MDC. +7. At this point in time the Frontend will see that for Model A that an engine already exists but that the MDC checksum differs from the MDC of the new Worker Pod. +8. Grove will continue through the rolling update process for the `PodClique` until only new Worker Pods are running. +9. However, the new Worker Pods will never attempt to re-register the MDC and so the Frontend drops the Model A. All subsequent requests will fail with Model Not Found despite the new Worker Pods being able to serve the model. + **TODO: confirm what is said in 9 is correct by testing this scenario.** + +### Incompatible KV Cache Transfer Mechanisms + +Same as **Different MDC Checksum** from 1-4 +**TODO: fill in for the rest of the steps in how a prefill/decode worker of the new set would attempt to communicate with the olde set, resulting in communication failures and request errors.** + +**TODO: confirm what is said is correct by testing this scenario.** + +# Solution + +## Updates to Addressing Scheme + +Building on top of the [Dynamo namespaces based isolation DEP](https://github.com/ai-dynamo/enhancements/pull/28) from @biswapanda, here is what has been implemented so far to date: + +- Frontend namespace filtering as outlined in **Model Deployment Card** section above. +- Backend components receive `DYN_NAMESPACE` env var from Operator that is specified as the `dynamoNamespace` in the DGD service spec. However, note that the `component` and `endpoint` parts of the `Endpoint` address are still static which can result in the **Model Crosstalk** issue. + +What has been left to be implemented is that the namespace be directly the DGD name instead of the `dynamoNamespace` field value required for each service. + +So instead of: + +```yaml +apiVersion: nvidia.com/v1alpha1 +kind: DynamoGraphDeployment +metadata: + name: vllm-agg +spec: + services: + Frontend: + dynamoNamespace: vllm-llama3-70b + componentType: frontend + replicas: 1 + VllmDecodeWorker: + dynamoNamespace: vllm-llama3-70b + componentType: worker + subComponentType: decode + replicas: 1 +``` + +Where the `VllmDecodeWorker` `Endpoint` would be `vllm-llama3-70b/backend/{endpoint}`, where `{endpoint}` would be dictated by the endpoint created by the component runtime itself. For example the `VllmDecodeWorker` `generate` endpoint would be `vllm-llama3-70b/backend/generate` and the `VllmDecodeWorker` `clear_kv_blocks` endpoint would be `vllm-llama3-70b/backend/clear_kv_blocks`. + +We would have: + +```yaml +apiVersion: nvidia.com/v1alpha1 +kind: DynamoGraphDeployment +metadata: + name: vllm-agg +spec: + services: + Frontend: + componentType: frontend + replicas: 1 + VllmDecodeWorker: + componentType: worker + subComponentType: decode + replicas: 1 +``` + +Where the `VllmDecodeWorker` `Endpoint` would be `vllm-llama3-70b-abcdef/worker-decode/{endpoint}`, where `{endpoint}` would be dictated by the endpoint created by the component runtime itself. Note that the endpoint naming schema is now `{dgdName}-{hashOfComponentDeploymentSpec}/{componentType}-{subComponentType}/{endpoint}`. `subComponentType` is optional so if not provided, then the endpoint would be `{dgdName}-{hashOfComponentDeploymentSpec}/{componentType}/{endpoint}`. + +**Pros**: + +- This eliminates the **Model Crosstalk** issue as each DGD now has a unique namespace. +- The hash of the `DynamoComponentDeploymentSpec` gives us a nice property where in the case of for the update of a `DynamoComponentDeploymentSpec` that the old and new set of workers are in separate namespaces. **TODO reference section where this is discusses** + +**Cons**: + +### DGD/Operator Updates + +- Remove `dynamoNamespace` field from DGD service spec +- Have `componentType` become a validated enum of `frontend`, `planner`, or `worker` + +### Core Rust Updates + +TODO: discuss + +### Component Updates -- DGD name becomes namespace - component name derived from componentType - can have canary/rolling upgrade support using hash of component - append to namespace for supporting two worker pools for a model. solves differing MDCs and kv cache transfer compatibility + +- remove shared frontend concept - DGD now becomes a tightly couple frontend to workers for a single model. +- maybe include what would it take for a frontend to be shared across models. downsides of not supporting this? + +- how does Grove play into things? + +- if the user updates the served model name, this results in a different model key. Should we support this? What would happen in the current solution? +- alternatives considered? + +- using a hash of the `DynamoComponentDeploymentSpec` would essentially mean for any update whether it's the image, env vars, etc. - that we are essentially having an isolated set of worker pools. Are there any scenarios in which this would not be desired - i.e. we'd want the new/old set of workers to be in the same pool + +- will need to update components where they are creating a client to a hardcoded component/endpoint - example sglang prefill_router_client + +### Understanding of componentType and subComponentType + +- **componentType**: can be `frontend`, `planner`, `worker` or `*` (anything else or not provided). Should be enforced as enum at kube API level +- **subComponentType**: can be `*` (any value or not provided). Has no affect on operator but used by Planner to determine if what services are prefill and decode. From 5e60a98c214e9cd0b0f0f923035c639b78660380 Mon Sep 17 00:00:00 2001 From: tmontfort Date: Mon, 27 Oct 2025 08:41:41 -0700 Subject: [PATCH 03/11] updates --- deps/NNNN-rolling-update-strategy.md | 131 +++++++++++++++++++++------ 1 file changed, 102 insertions(+), 29 deletions(-) diff --git a/deps/NNNN-rolling-update-strategy.md b/deps/NNNN-rolling-update-strategy.md index fbefd329..1a196931 100644 --- a/deps/NNNN-rolling-update-strategy.md +++ b/deps/NNNN-rolling-update-strategy.md @@ -2,8 +2,8 @@ This enhancement proposal is meant to address two things: -1. Proposal on how the DynamoGraphDeployment (DGD) CRD specification creates addressable components. (TODO: fix wording) -2. Proposing solutions for outlined rolling update scenarios. +1. Building on @biswapanda [Dynamo namespaces based isolation DEP](https://github.com/ai-dynamo/enhancements/pull/28) to propose DynamoGraphDeployment (DGD) CRD strict coupling of model <> (frontend/set of workers) and how the DGD specification creates addressable services. +2. Proposing solutions for outlined roll out scenarios given 1. ## Model Deployment Cards (MDC) @@ -13,58 +13,118 @@ When a model worker starts up, it publishes its MDC to the KvStore with the key The Frontend has a `ModelWatcher` that watches the KvStore PUT events for keys with the prefix `v1/mdc`. -**TODO: link to the code where this is done** -The `ModelWatcher.watch` method first determines if the Frontend should process the MDC or discard it. If the frontend is deployed in the global namespace (`dynamo`), then all MDCs observed will be processed. If the Frontend is deployed in a non-global namespace, than only MDCs with keys that match the namespace will be processed (`v1/mdc/{namespace}.*`) +The `ModelWatcher.watch` method first determines if the [Frontend should process the MDC or discard it](https://github.com/ai-dynamo/dynamo/blob/6deeecb1d6a9f4eb1770b4272bfa85a4b6226e0a/lib/llm/src/discovery/watcher.rs#L138). If the frontend is deployed in the global namespace (`dynamo`), then all MDCs observed will be processed. If the Frontend is deployed in a non-global namespace, than only MDCs with keys that match the namespace will be processed (`v1/mdc/{namespace}.*`) -**TODO: link to the code where this is done** -If the MDC should be processed, `ModelWatcher` will grab the model name (display name) from the MDC and check if the `ModelManager` already contains an engine for that model. If there is an engine that exists but the MDC checksum (generated from select MDC fields) does not match, the `ModelWatcher` will discard the instance and log an error. Currently, the worker with discarded MDC will continue to run and consume resources without ever receiving traffic. If there is no engine for that model, an engine is created and stored on the `ModelManager`. +If the MDC should be processed, `ModelWatcher` will extrace the model name (display name) from the MDC and check if the `ModelManager` already contains an engine for that model. If there is an engine that exists but the MDC checksum (generated from select MDC fields) does not match, [the `ModelWatcher` will discard the instance and log an error](https://github.com/ai-dynamo/dynamo/blob/6deeecb1d6a9f4eb1770b4272bfa85a4b6226e0a/lib/llm/src/discovery/watcher.rs#L156). Currently, the worker with discarded MDC will continue to run and consume resources without ever receiving traffic. If there is no engine for that model, an engine is created and stored on the `ModelManager`. -The model engine contains a `Client` constructed for the MDC `Endpoint`. This `Client` will watch the KvStore PUT events for keys with the prefix `v1/instance/{namespace}/{component}/{endpoint}`. When a PUT event is received, the `Client` will update the instance list. +The model engine contains a `Client` constructed for the MDC `EndpointId`. The MDC `EndpointId` is extracted from the MDC key (`{namespace}.{component}.{endpoint}`), which is the address of the model worker. This `Client` will watch the KvStore PUT events for keys with the prefix `v1/instance/{namespace}/{component}/{endpoint}`. When a PUT event is received, the `Client` will update the instance list. ### DynamoGraphDeployment (DGD) interaction with MDC -A **DynamoGraphDeployment (DGD)**, is the Dynamo Kubernetes CRD for deploying a distributed inference graph using the Dynamo runtime. +A **DynamoGraphDeployment (DGD)**, is the Dynamo Kubernetes CRD for deploying a distributed inference graph using the Dynamo distributed runtime and pre-built components. -**TODO: link to the yaml** -The CRD spec contains a list of services which define the components that make up an inference graph. For instance, in the vllm `disagg.yaml` file, the services are: `Frontend`, `VllmDecodeWorker`, and `VllmPrefillWorker`. Each component has a field `dynamoNamespace` which defines the `namespace` part of the `Endpoint` that the worker will listen on. The `component` and `endpoint` parts of the worker `Endpoint` are not derived from the DGD but rather statically defined within the backend component itself. For instance, the `VllmDecodeWorker` component `Endpoint` has `component` part `backend` and `endpoint` part `generate`. `VllmPrefillWorker` component `Endpoint` has `component` part `prefill` and `endpoint` part `generate`. +The CRD spec contains a list of services which define the components that make up an inference graph. For instance, in the [vllm `disagg.yaml` file](https://github.com/ai-dynamo/dynamo/blob/main/components/backends/vllm/deploy/disagg.yaml), the services are: `Frontend`, `VllmDecodeWorker`, and `VllmPrefillWorker`. Each component has a field `dynamoNamespace` which defines the `namespace` part of the `EndpointId` that the worker will listen at. The `component` and `endpoint` parts of the worker `EndpointId` are not derived from the DGD but rather statically defined within the backend component itself. For instance, the `VllmDecodeWorker` component `EndpointId` has `component` part `backend` and `endpoint` part `generate`. `VllmPrefillWorker` component `EndpointId` has `component` part `prefill` and `endpoint` part `generate`. **TODO: point to the Model crosstalk section to explain why the static `component` and `endpoint` cause issues** -## Common Rolling Update Strategies +## Common Roll Out Scenarios -## Rolling Update Scenarios +A roll out scenario is when a user wants to update their model inference deployment. This could be for a variety of reasons such as updating the runtime version, updating the model version or configuration, etc. For the purposes of this proposal, we will only focus on how the impact of these roll out scenarios are affected by updates to a DGD in a Kubernetes environment. ### Update Dynamo Worker Version +#### Use Cases + +- Bug/vulnerability fix in newer version of Dynamo worker runtime +- New feature in the Dynamo worker runtime that the user wants to leverage +- Performance improvement in newer version of Dynamo worker runtime + +#### Example + +An example of a how a user would update the Dynamo worker runtime version from `0.6.0` to `0.7.0`. + +1. User applies the initial vllm `disagg.yaml` DGD manifest with the image for each service set to `nvcr.io/nvidia/ai-dynamo/vllm-runtime:0.6.0`. +2. User updates the DGD manifest to use the image `nvcr.io/nvidia/ai-dynamo/vllm-runtime:0.7.0` for `VllmDecodeWorker` and `VllmPrefillWorker`. +3. User applies the updated DGD manifest. + +#### Expected Behavior + +- In-flight requests will be properly served (through graceful shutdown or request migration) +- Complete uptime of the model inference deployment is maintained + ### Update Frontend Worker Version -### Different MDC Checksums +Same use cases, example and expected behavior as **Update Dynamo Worker Version**. Instead of updating the image for the workers, the user would update the image for the `Frontend` service. -### Incompatible KV Cache Transfer Mechanisms +### Different MDC Checksums during Roll Out + +As explained in the **Model Deployment Cards (MDC)** section above, the MDC is published from the model worker on startup and specifies the model weights being used, the context length, the tokenizer config, prompt formatter, etc. For any of the following use cases listed below, a user would want to update their model deployment via their DGD manifest. + +#### Use Cases + +- Update model revision +- Update model weight configuration such as quantization +- Update model context length +- Update tokenizer config +- Update chat template + +#### Example + +An example of a how a user would update the vllm `disagg.yaml` DGD manifest to deploy an updated model revision of Qwen3-0.6B. + +1. User applies the initial vllm `disagg.yaml` DGD manifest. +2. User updates the DGD manifest by specifying env var `MODEL_REVISION` as `ABCDDE...` for the `VllmDecodeWorker` and `VllmPrefillWorker`. +3. User applies the updated DGD manifest. +4. The new Worker Pods will fetch the HF model revision `ABCDDE...`, which will result in a different MDC checksum than the old Workers. + +#### Expected Behavior + +- In-flight requests will be properly served (through graceful shutdown or request migration) +- Complete uptime of the model inference deployment is maintained + +### Incompatible KV Cache Transfer Mechanisms during Roll Out + +Another scenario a user might encounter is with a disaggregated deployment where the user wants to update how their KV cache transfer mechanism is configured. For instance, the user might want to switch from UCX to NIXL. It's important to note that KV cache transfer configuration is not tracked as a part of the MDC checksum. + +#### Example + +An example of a how a user would update the vllm `disagg.yaml` DGD manifest to switch from the default NIXL connector to the LMCache connector for the `VllmDecodeWorker` and `VllmPrefillWorker`. + +1. User applies the initial vllm `disagg.yaml` DGD manifest. +2. User updates the DGD manifest by specifying the flag `--connector lmcache` in the `args` array in the `extraPodSpec` for the `VllmDecodeWorker` and `VllmPrefillWorker`. +3. User applies the updated DGD manifest. +4. The new Worker Pods will use the LMCache connector, while the old Worker Pods will continue to use the NIXL connector. + +#### Expected Behavior + +- In-flight requests will be properly served (through graceful shutdown or request migration) +- Complete uptime of the model inference deployment is maintained # Issues ## Model Crosstalk -When deploying two DGDs for two different models, say **llama3.1-70B** and **Qwen3-0.6B**, if the DGDs are deployed in the same namespace (both have the same `dynamoNamespace` field values), the workers will register under the same `Endpoint`. In the vllm `disagg.yaml` example above, both workers for **llama3.1-70B** and **Qwen3-0.6B** will register under the `Endpoint` `{dynamoNamespace}/backend/generate`. Because the `Client` for both model engines is watching the same prefix `v1/instance/{dynamoNamespace}/backend/generate`, each `Client` will discover instances from both models, resulting in the `PushRouter` routing engine for **llama3.1-70B** for example sending requests to both sets of model workers. +When deploying two DGDs for two different models, say **llama3.1-70B** and **Qwen3-0.6B**, if the DGDs are deployed in the same namespace (both have the same `dynamoNamespace` field values), the workers will register under the same `EndpointId`. In the vllm `disagg.yaml` example above, both workers for **llama3.1-70B** and **Qwen3-0.6B** will register under the `EndpointId` `{dynamoNamespace}/backend/generate`. Because the `Client` for both model engines is watching the same prefix `v1/instance/{dynamoNamespace}/backend/generate`, each `Client` will discover instances from both models, resulting in the `PushRouter` routing engine for **llama3.1-70B** for example sending requests to both sets of model workers. + +### Shared Frontend -TODO: temp solution - shared frontend +As a current solution, if a user wants to deploy two DGDs for two different models, they can either deploy their DGDs in different namespace or use a shared frontend. An example of a shared frontend is shown [here](https://github.com/ai-dynamo/dynamo/tree/main/examples/basics/kubernetes/shared_frontend). It involves deploying a DGD for the frontend in the global namespace `dynamo` and then deploying two DGDs for the workers in different namespaces. ## Rolling Update Scenarios ### Different MDC Checksums -In the scenario where a user would like to update the model's context length as an example, currently here is what happens: +In the scenario where a user would like to update the model revision as an example, currently here is what happens: 1. User patches the DGD CRD using a `kubectl apply -f` -2. The Dynamo Operator will update Grove `PodCliqueSet` `PodClique`(s) `PodTemplate` (TODO: confirm this is correct wording) -3. Grove Operator for each `PodClique` whose template hash has been changed will perform a rolling update of the `PodClique` +2. The Dynamo Operator will update the Grove `PodCliqueSet` `PodCliqueSetTemplateSpec`. View Grove example of single-node disaggregated deployment [here](https://github.com/ai-dynamo/grove/blob/main/docs/assets/singlenode-disaggregated.excalidraw.png). +3. Grove Operator for each `PodClique` with updated template hash has been changed will perform a rolling update of the `PodClique`. Per `PodClique`: 4. A Worker `Pod` in the old set will be terminated concurrently with a Worker `Pod` in the new set being started. -5. The old Worker `Pod` receives a SIGTERM. The Worker process itself will gracefully shutdown by draining in-flight requests then cancelling the lease which will remove the instance and MDC registration from the KvStore and will stop it from listening on the `Endpoint` address (TODO: confirm correct wording here) +5. The old Worker `Pod` receives a SIGTERM. The Worker process itself will gracefully shutdown by draining in-flight requests then cancelling the primary token which will remove the instance and MDC registration from the KvStore. The worker instance will then be removed from the `Client` instance list. 6. The new Worker `Pod` process will start up, in which it creates a KvStore lease and attempts to register the MDC. -7. At this point in time the Frontend will see that for Model A that an engine already exists but that the MDC checksum differs from the MDC of the new Worker Pod. -8. Grove will continue through the rolling update process for the `PodClique` until only new Worker Pods are running. -9. However, the new Worker Pods will never attempt to re-register the MDC and so the Frontend drops the Model A. All subsequent requests will fail with Model Not Found despite the new Worker Pods being able to serve the model. - **TODO: confirm what is said in 9 is correct by testing this scenario.** +7. At this point in time the Frontend will see that for Model A that an engine already exists but that the MDC checksum differs from the MDC of the new Worker Pod. The new worker MDC will be discarded, however the worker instance has the same `EndpointId` so it'll appear on the `Client` instance list. +8. The new Worker instance will start to receive traffic as it's registered on the `Client` instance list. +9. Grove will continue through the rolling update process for the `PodClique` until only new Worker Pods are running. +10. Despite the old Worker Pods being terminated, the `ModelManager` will have the MDC from the old Worker Pods because the `Client` instance list was never empty. This can result in unexpected behavior - for example a new worker can attempt to change the tokenizer config, but since the `ModelManager` engine is using the old MDC, the request preprocessing will still use the old tokenizer config. ### Incompatible KV Cache Transfer Mechanisms @@ -80,7 +140,7 @@ Same as **Different MDC Checksum** from 1-4 Building on top of the [Dynamo namespaces based isolation DEP](https://github.com/ai-dynamo/enhancements/pull/28) from @biswapanda, here is what has been implemented so far to date: - Frontend namespace filtering as outlined in **Model Deployment Card** section above. -- Backend components receive `DYN_NAMESPACE` env var from Operator that is specified as the `dynamoNamespace` in the DGD service spec. However, note that the `component` and `endpoint` parts of the `Endpoint` address are still static which can result in the **Model Crosstalk** issue. +- Backend components receive `DYN_NAMESPACE` env var from Operator that is specified as the `dynamoNamespace` in the DGD service spec. However, note that the `component` and `endpoint` parts of the `EndpointId` address are still static which can result in the **Model Crosstalk** issue. What has been left to be implemented is that the namespace be directly the DGD name instead of the `dynamoNamespace` field value required for each service. @@ -104,7 +164,7 @@ spec: replicas: 1 ``` -Where the `VllmDecodeWorker` `Endpoint` would be `vllm-llama3-70b/backend/{endpoint}`, where `{endpoint}` would be dictated by the endpoint created by the component runtime itself. For example the `VllmDecodeWorker` `generate` endpoint would be `vllm-llama3-70b/backend/generate` and the `VllmDecodeWorker` `clear_kv_blocks` endpoint would be `vllm-llama3-70b/backend/clear_kv_blocks`. +Where the `VllmDecodeWorker` `EndpointId` would be `vllm-llama3-70b/backend/{endpoint}`, where `{endpoint}` would be dictated by the endpoint created by the component runtime itself. For example the `VllmDecodeWorker` `generate` endpoint would be `vllm-llama3-70b/backend/generate` and the `VllmDecodeWorker` `clear_kv_blocks` endpoint would be `vllm-llama3-70b/backend/clear_kv_blocks`. We would have: @@ -124,7 +184,8 @@ spec: replicas: 1 ``` -Where the `VllmDecodeWorker` `Endpoint` would be `vllm-llama3-70b-abcdef/worker-decode/{endpoint}`, where `{endpoint}` would be dictated by the endpoint created by the component runtime itself. Note that the endpoint naming schema is now `{dgdName}-{hashOfComponentDeploymentSpec}/{componentType}-{subComponentType}/{endpoint}`. `subComponentType` is optional so if not provided, then the endpoint would be `{dgdName}-{hashOfComponentDeploymentSpec}/{componentType}/{endpoint}`. +**TODO: hash of component deployment spec would be unique to the component so the namespace would differ** +Where the `VllmDecodeWorker` `EndpointId` would be `vllm-llama3-70b-abcdef/worker-decode/{endpoint}`, where `{endpoint}` would be dictated by the endpoint created by the component runtime itself. Note that the `EndpointId` naming schema is now `{dgdName}-{hashOfComponentDeploymentSpec}/{componentType}-{subComponentType}/{endpoint}`. `subComponentType` is optional so if not provided, then the endpoint would be `{dgdName}-{hashOfComponentDeploymentSpec}/{componentType}/{endpoint}`. **Pros**: @@ -138,9 +199,9 @@ Where the `VllmDecodeWorker` `Endpoint` would be `vllm-llama3-70b-abcdef/worker- - Remove `dynamoNamespace` field from DGD service spec - Have `componentType` become a validated enum of `frontend`, `planner`, or `worker` -### Core Rust Updates +### Core Dynamo Lib Updates -TODO: discuss +- `ModelWatcher.watch` can now filter ### Component Updates @@ -159,6 +220,18 @@ TODO: discuss - will need to update components where they are creating a client to a hardcoded component/endpoint - example sglang prefill_router_client +- still supporting shared frontend? + +- how do we support LORAs? + +- hierarchical planner + +- could have a top level field for worker componentType `modelName` that becomes the served model name by way of injecting env var. Can then support multiple models within a single DGD. + +- spec dec requiring target and draft model + +- node maintenance - is this in scope? + ### Understanding of componentType and subComponentType - **componentType**: can be `frontend`, `planner`, `worker` or `*` (anything else or not provided). Should be enforced as enum at kube API level From 736828ecaacc2b5977937f2b34842c0c0a875db9 Mon Sep 17 00:00:00 2001 From: tmontfort Date: Mon, 27 Oct 2025 16:49:40 -0700 Subject: [PATCH 04/11] update --- .../NNNN-roll-out-strategy.md | 504 ++++++++++++++++++ .../dynamo-grove-multi-node.png | Bin 0 -> 489893 bytes .../dynamo-grove-single-node.png | Bin 0 -> 409797 bytes deps/NNNN-rolling-update-strategy.md | 238 --------- 4 files changed, 504 insertions(+), 238 deletions(-) create mode 100644 deps/NNNN-roll-out-strategy/NNNN-roll-out-strategy.md create mode 100644 deps/NNNN-roll-out-strategy/dynamo-grove-multi-node.png create mode 100644 deps/NNNN-roll-out-strategy/dynamo-grove-single-node.png delete mode 100644 deps/NNNN-rolling-update-strategy.md diff --git a/deps/NNNN-roll-out-strategy/NNNN-roll-out-strategy.md b/deps/NNNN-roll-out-strategy/NNNN-roll-out-strategy.md new file mode 100644 index 00000000..f6816f2a --- /dev/null +++ b/deps/NNNN-roll-out-strategy/NNNN-roll-out-strategy.md @@ -0,0 +1,504 @@ +# Background + +This enhancement proposal is meant to address two things: + +1. Building on @biswapanda [Dynamo namespaces based isolation DEP](https://github.com/ai-dynamo/enhancements/pull/28) to propose DynamoGraphDeployment (DGD) CRD strict coupling of model <> (frontend/set of workers) and how the DGD specification creates addressable services. +2. Proposing solutions for outlined roll out scenarios given 1. + +## Model Deployment Cards (MDC) + +In Dynamo, each model is represented by a [**ModelDeploymentCard (MDC)**](https://github.com/ai-dynamo/dynamo/blob/0028cdf43dd583356139669f33aecbb743fd13be/lib/llm/src/model_card.rs#L165). The MDC comprises of the model name (display name), tokenizer config, context length, model input/type specification, among other fields that defines the model inference behavior. + +When a model worker starts up, it publishes its MDC to the KvStore with the key `v1/mdc/{namespace}.{component}.{endpoint}/{instance_id}`. + +The Frontend has a `ModelWatcher` that watches the KvStore PUT events for keys with the prefix `v1/mdc`. + +The `ModelWatcher.watch` method first determines if the [Frontend should process the MDC or discard it](https://github.com/ai-dynamo/dynamo/blob/6deeecb1d6a9f4eb1770b4272bfa85a4b6226e0a/lib/llm/src/discovery/watcher.rs#L138). If the frontend is deployed in the global namespace (`dynamo`), then all MDCs observed will be processed. If the Frontend is deployed in a non-global namespace, than only MDCs with keys that match the namespace will be processed (`v1/mdc/{namespace}.*`) + +If the MDC should be processed, `ModelWatcher` will extrace the model name (display name) from the MDC and check if the `ModelManager` already contains an engine for that model. If there is an engine that exists but the MDC checksum (generated from select MDC fields) does not match, [the `ModelWatcher` will discard the instance and log an error](https://github.com/ai-dynamo/dynamo/blob/6deeecb1d6a9f4eb1770b4272bfa85a4b6226e0a/lib/llm/src/discovery/watcher.rs#L156). Currently, the worker with discarded MDC will continue to run and actually receives traffic (registered under the same `EndpointId`) but frontend pre-processing will use the old MDC (undesirable). If there is no engine for that model, an engine is created and stored on the `ModelManager`. + +The model engine contains a `Client` constructed for the MDC `EndpointId`. The MDC `EndpointId` is extracted from the MDC key (`{namespace}.{component}.{endpoint}`), which is the address of the model worker. This `Client` will watch the KvStore PUT events for keys with the prefix `v1/instance/{namespace}/{component}/{endpoint}`. When a PUT event is received, the `Client` will update the instance list. + +### DynamoGraphDeployment (DGD) interaction with MDC + +A **DynamoGraphDeployment (DGD)**, is the Dynamo Kubernetes CRD for deploying a distributed inference graph using the Dynamo distributed runtime and pre-built components. + +The CRD spec contains a list of services which define the components that make up an inference graph. For instance, in the [vllm `disagg.yaml` file](https://github.com/ai-dynamo/dynamo/blob/main/components/backends/vllm/deploy/disagg.yaml), the services are: `Frontend`, `VllmDecodeWorker`, and `VllmPrefillWorker`. Each component has a field `dynamoNamespace` which defines the `namespace` the component will be logically grouped in. The `component` and `endpoint` parts of the worker `EndpointId` are not derived from the DGD but rather statically defined within the backend component itself. For instance, the `VllmDecodeWorker` component `EndpointId` has `component` part `backend` and `endpoint` part `generate`. `VllmPrefillWorker` component `EndpointId` has `component` part `prefill` and `endpoint` part `generate`. + +## Model Deployment Roll Outs + +A model deployment roll out is the process of how the deployment of a model is updated in production. Different roll out scenarios are listed below. For the purposes of this proposal, we will only focus on how these out scenarios occur via updates to a DGD. + +### Common Roll Out Scenarios + +#### Update Dynamo Worker Version + +##### Use Cases + +- Bug/vulnerability fix in newer version of Dynamo framework runtime +- New feature in the Dynamo framework runtime that the user wants to leverage +- Performance improvement in newer version of Dynamo framework runtime +- Changing the Dynamo framework that is being used (i.e. vllm -> sglang) + +##### Example + +An example of a how a user would update the Dynamo framework runtime version from `0.6.0` to `0.7.0`. + +1. User has already deployed the initial vllm `disagg.yaml` DGD manifest with the image for each service set to `nvcr.io/nvidia/ai-dynamo/vllm-runtime:0.6.0`. +2. The user updates the DGD manifest to use the image `nvcr.io/nvidia/ai-dynamo/vllm-runtime:0.7.0` for `VllmDecodeWorker` and `VllmPrefillWorker`. +3. User applies the updated DGD manifest. + +##### Expected Behavior + +- In-flight requests will be properly served (through graceful shutdown or request migration) +- Complete uptime of the model inference deployment is maintained + +#### Update Frontend Worker Version + +Same use cases, example and expected behavior as **Update Dynamo Worker Version**. Instead of updating the image for the workers, the user would update the image for the `Frontend` service. + +#### Different MDC Checksums during Roll Out + +As explained in the **Model Deployment Cards (MDC)** section above, the MDC is published from the model worker on startup. A DGD does not directly specify an MDC (not apparent to Operator/User how changes to `extraPodSpec` updates the MDC). + +For any of the following use cases listed below, a user would want to update their model deployment via their DGD manifest. + +##### Use Cases + +- Update model revision +- Update model weight configuration such as quantization +- Update model context length +- Update tokenizer config +- Update chat template +- ... + +##### Example + +An example of a how a user would update the vllm `disagg.yaml` DGD manifest to update the `block_size` for the `VllmDecodeWorker` and `VllmPrefillWorker`. + +1. User applies the initial vllm `disagg.yaml` DGD manifest. +2. User updates the DGD manifest by adding the flag `--block-size 32` in the `args` array in the `extraPodSpec` for the `VllmDecodeWorker` and `VllmPrefillWorker`. +3. User applies the updated DGD manifest. +4. The new Worker Pods will publish the new MDC with the updated `block_size` configuration, resulting in a different MDC checksum than the old Workers. + +##### Expected Behavior + +- In-flight requests will be properly served (through graceful shutdown or request migration) +- Complete uptime of the model inference deployment is maintained + +#### Incompatible KV Cache Transfer Mechanisms during Roll Out + +Another scenario a user might encounter is with a disaggregated deployment where the user wants to update their prefill/decode worker configurations that results in an incompatible KV cache transfer mechanism. For instance, the user might want to switch from NIXL to LMCache. It's important to note that KV cache transfer configuration is not tracked as a part of the MDC checksum. + +##### Example + +An example of a how a user would update the vllm `disagg.yaml` DGD manifest to switch from the default NIXL connector to the LMCache connector for the `VllmDecodeWorker` and `VllmPrefillWorker`. + +1. User applies the initial vllm `disagg.yaml` DGD manifest. +2. User updates the DGD manifest by specifying the flag `--connector lmcache` in the `args` array in the `extraPodSpec` for the `VllmDecodeWorker` and `VllmPrefillWorker`. +3. User applies the updated DGD manifest. +4. The new Worker Pods will use the LMCache connector, while the old Worker Pods will continue to use the NIXL connector. + +##### Expected Behavior + +- In-flight requests will be properly served (through graceful shutdown or request migration) +- Complete uptime of the model inference deployment is maintained + +### Roll Out Strategies + +#### Deployments + +#### StatefulSets + +#### LeaderWorkerSet + +#### Inference Gateway Extension + +#### CentML Platform + +#### AIBrix + +#### OME + +### Grove Rolling Update Strategy + +The Dynamo Kubernetes Operator leverages the [Grove API](https://github.com/ai-dynamo/grove/tree/main) for gang-scheduling and topology awareness. While the Dynamo Operator has support for using traditional Kubernetes Deployments/Services for single-node and LeaderWorkerSet resource for multi-node cases, the Grove API resources are the supported path going forward for single-node and multi-node deployments. Given this is the case, this proposal will only consider the impacts of Groves rolling update strategy on DynamoGraphDeployment (DGD) resources. + +#### Single-Node Deployment + +[Single-Node Deployment Grove Example](./dynamo-grove-single-node.png) + +In Grove, when a rolling update is performed, the `PodCliqueSet` controller will perform the update one `PCS` replica at time. Currently, a DGD only creates a single `PCS` replica. Within the `PCS` replica, there is a `PodClique` (`PC`) for each service in the DGD - in the example above one for the Frontend, one for Decode worker and one for Prefill worker. + +For each `PC` concurrently, the `PC` controller will handle one Pod at a time, concurrently deleting an old Pod replica and creating a new Pod replica. The controller will wait for the new Pod replica to be Ready and then proceed to the next replica. + +Because the `PC` controller is recreating each Pod index, to ensure up time for a Frotend or set of Model Workers, you need > 1 `PC` replicas for availability. + +#### Multi-Node Deployment + +[Multi-Node Deployment Grove Example](./dynamo-grove-multi-node.png) + +For the Multi-Node case, there will be a `PodCliqueScalingGroup` (`PCSG`) for each set of worker - in the example above one for the Decode workers and one for the Prefill workers. When a `PC` is managed by a `PCSG`, the `PCSG` controller is responsible for performing the rolling update instead of the `PC` controller (different than single-node case). + +The `PCSG` controller updates `PCSG` replicas one at a time in ascending ordinal order (0 -> 1 -> 2 -> ...). Within a `PCSG` replica, all `PC`s are deleted and recreated concurrently. Having multiple `PCSG` replicas ensures availability for the set of workers. + +**Notes**: + +- This is the default rolling update strategy for Grove. There currently is no way to configure the rolling update strategy for a `PCSG` for things like `maxSurge`, `maxUnavailable`. Discussion [here](https://github.com/ai-dynamo/grove/issues/212) on supporting additional rolling update strategies. +- Grove's roll out strategy would be the same as `Deployment` `RollingUpdate` where `maxSurge` is 0 and `maxUnavailable` is 1. + +# Issues + +## Model Crosstalk + +When deploying two DGDs for two different models, say **llama3.1-70B** and **Qwen3-0.6B**, if the DGDs are deployed in the same namespace (both have the same `dynamoNamespace` field values), the workers will register under the same `EndpointId`. In the vllm `disagg.yaml` example above, both workers for **llama3.1-70B** and **Qwen3-0.6B** will register under the `EndpointId` `{dynamoNamespace}/backend/generate`. Because the `Client` for both model engines is watching the same prefix `v1/instance/{dynamoNamespace}/backend/generate`, each `Client` will discover instances from both models, resulting in the `PushRouter` routing engine for **llama3.1-70B** for example sending requests to both sets of model workers. + +### Shared Frontend + +As a current solution, if a user wants to deploy two DGDs for two different models, they can either deploy their DGDs in different namespace or use a shared frontend. An example of a shared frontend is shown [here](https://github.com/ai-dynamo/dynamo/tree/main/examples/basics/kubernetes/shared_frontend). It involves deploying a DGD for the frontend in the global namespace `dynamo` and then deploying two DGDs for the workers in different namespaces. + +## Rolling Update Scenarios + +### Worker Version Upgrade + +_Assumes multiple worker replicas are deployed given Grove's default rolling upgrade strategy._ + +Has been tested but does not work as desired: + +1. User updates the DGD manifest to use a new image for the `Prefill` and `Decode` services (or single worker service in aggregrated deployment). +2. User patches the DGD using a `kubectl apply -f` +3. The `Prefill` and `Decode` `PodClique` will terminate an old `Prefill` and `Decode` `Pod` and create a new `Prefill` and `Decode` `Pod` concurrently. +4. The old worker `Pod`s receives a SIGTERM triggering a graceful shutdown by draining in-flight requests then cancelling the primary token which will remove the instance and MDC registration from the KvStore. However, from testing (backend specific), it's found that there is a period where the worker `Pod`s still have a KvStore registration but aren't listening on the `EndpointId` anymore -> results in request errors. +5. The new worker `Pod`s will start up, and once registered in the KvStore -> new requests can now be routed to the new worker `Pod`s. +6. In period during 4. and 5., the extra worker replicas will continue to serve new requests. +7. Grove will wait until new worker `Pod`s are `Ready` before proceeding to the next set of worker `Pod`s. +8. Grove will continue through the rolling update process for the `PodClique` until only new worker `Pod`s are running. + +#### Results: + +- Some requests during rolling update error (not desired). **This is something that needs to be fixed at the runtime/framework component level.** + +### Frontend Version Upgrade + +_Assumes multiple frontend replicas are deployed given Grove's default rolling upgrade strategy._ + +Has been tested and does not work as desired: + +1. User updates the DGD manifest to use a new image for the `Frontend` service. +2. User patches the DGD using a `kubectl apply -f` +3. The Frontend `PodClique` will terminate an old Frontend `Pod` and create a new Frontend `Pod` concurrently. +4. The old Frontend `Pod` receives a SIGTERM. The old Frontend Pod will no longer be `Ready`, so the Kubernetes `Service` will remove the old Frontend `Pod` from the endpoint list -> new requests will no longer be routed to the old Frontend `Pod`. While in `Terminating` state, the Frontend process will gracefully shutdown by draining in-flight requests before exiting. +5. The new Frontend `Pod` will start up, and once in `Ready` state, the Kubernetes `Service` will add the new Frontend `Pod` to the endpoint list -> new requests can now be routed to the new Frontend `Pod`. +6. In period during 4. and 5., the extra Frontend replicas will continue to serve new requests. +7. Grove will wait until new Frontend `Pod` is `Ready` before proceeding to the next Frontend `Pod`. +8. Grove will continue through the rolling update process for the `PodClique` until only new Frontend Pods are running. + +#### Results: + +- In-flight requests will be properly served (through graceful shutdown or request migration) +- All requests during rolling update will be served successfully + +### Different MDC Checksums + +In the scenario where a user would like to update the kv cache block size as an example, currently here is what happens: + +1. User patches the DGD CRD using a `kubectl apply -f` +2. The Dynamo Operator will update the Grove `PodCliqueSet` `PodCliqueSetTemplateSpec`. +3. Grove Operator for each `PodClique` with updated template hash will perform a rolling update of the `PodClique`. Per `PodClique`: +4. A Worker `Pod` in the old set will be terminated concurrently with a Worker `Pod` in the new set being started. +5. The old Worker `Pod` receives a SIGTERM. The Worker process itself will gracefully shutdown by draining in-flight requests then cancelling the primary token which will remove the instance and MDC registration from the KvStore. The worker instance will then be removed from the `Client` instance list. +6. The new Worker `Pod` process will start up, in which it creates a KvStore lease and attempts to register the MDC. +7. At this point in time the Frontend will see that for Model A that an engine already exists but that the MDC checksum differs from the MDC of the new Worker Pod. The new worker MDC will be discarded, however the worker instance has the same `EndpointId` so it'll appear on the `Client` instance list. +8. The new Worker instance will start to receive traffic as it's registered on the `Client` instance list. +9. Grove will continue through the rolling update process for the `PodClique` until only new Worker Pods are running. +10. Despite the old Worker Pods being terminated, the `ModelManager` will have the MDC from the old Worker Pods because the `Client` instance list was never empty. This can result in unexpected behavior - for example a new worker can attempt to change the tokenizer config, but since the `ModelManager` engine is using the old MDC, the request preprocessing will still use the old tokenizer config. + +#### Results: + +- New workers are using old MDC that can result in incorrect pre-processing behavior. + +### Incompatible KV Cache Transfer Mechanisms + +_Assume initial processed request is first sent to Decode then from Decode to Prefill._ + +Same as **Different MDC Checksum** from 1-5 + +6. Now, the KV cache transfer configuration is changed which does not affect the MDC checksum. The new Worker Pod will be added to the `Client` instance list. +7. A decode instance from old Worker set will attempt to communicate with the new Prefill instance. +8. Because the KV cache transfer configuration is incompatible, the decode instance will not be able to communicate with the new Prefill instance, resulting in a communication failure and request error. + +#### Results: + +- Some requests during rolling update error (not desired) + +# Solution + +## Dynamo Namespace Isolation at DGD Level + +Building on top of the [Dynamo namespaces based isolation DEP](https://github.com/ai-dynamo/enhancements/pull/28) from @biswapanda, here is what has been implemented so far to date: + +- Frontend namespace filtering as outlined in **Model Deployment Card** section above. +- Backend components receive `DYN_NAMESPACE` env var from Operator that is specified as the `dynamoNamespace` in the DGD service spec. However, because the `dynamoNamespace` field can be the same across multiple DGDs, you can still encounter the **Model Crosstalk** issue. + +What has been left to be implemented is that the namespace be directly the DGD name instead of the `dynamoNamespace` field value required for each service. + +So currently: + +```yaml +apiVersion: nvidia.com/v1alpha1 +kind: DynamoGraphDeployment +metadata: + name: vllm-agg +spec: + services: + Frontend: + dynamoNamespace: vllm-llama3-70b + componentType: frontend + replicas: 1 + VllmDecodeWorker: + dynamoNamespace: vllm-llama3-70b + componentType: worker + subComponentType: decode + replicas: 1 +``` + +In this example, the `VllmDecodeWorker` `EndpointId` would be `vllm-llama3-70b/backend/{endpoint}`, where `{endpoint}` would be dictated by the endpoint created by the component runtime itself. For example the `VllmDecodeWorker` `generate` endpoint would be `vllm-llama3-70b/backend/generate` and the `VllmDecodeWorker` `clear_kv_blocks` endpoint would be `vllm-llama3-70b/backend/clear_kv_blocks`. + +Using the DGD name as the namespace, we would have: + +```yaml +apiVersion: nvidia.com/v1alpha1 +kind: DynamoGraphDeployment +metadata: + name: vllm-agg +spec: + services: + Frontend: + componentType: frontend + replicas: 1 + VllmDecodeWorker: + componentType: worker + subComponentType: decode + replicas: 1 +``` + +In this case, the `VllmDecodeWorker` `EndpointId` would be `vllm-agg/backend/{endpoint}`. This eliminates the **Model Crosstalk** issue as each DGD now has a unique namespace and is one less required field for users to configure in DGD manifest. + +### Appending Worker Group Hash to Namespace + +Using the DGD name as the namespace prevents the **Model Crosstalk** issue. However, it does not solve the **Incompatible KV Cache Transfer Mechanisms** issue where you have a set A and set B of model workers that cannot communicate with each other. + +To solve this, we can introduce a hash appended to the namespace to indicate a set A and set B of model workers. For instance, workers for set A would have a namespace like `vllm-llama3-70b-a1b2c3d4` and workers for set B would have a namespace like `vllm-llama3-70b-e5f6g7h8`. This creates a clear isolation for the two sets of workers anad prevents them from communicating with each other. + +**Issue**: How do we calculate the hash to append to the namespace for a set of workers? + +- Hashing at the DGD spec level, every DGD update would require updating the namespace of the set of workers -> a roll out for all workers (not desirable). +- Hashing at the component level, each DGD component would receive a different hash -> hash needs to be the same for sets of components. + +#### Hash Solution 1: Introduce Worker Group to DGD + +Solution 1 introduces a new field to the DGD spec called `workerGroupName`. This enables a DGD author to group workers into different sets (namespace isolation). For example, if a user wishes to perform a canary roll out strategy for a disaggegrated deployment where they want to have 9 replicas for set A of prefill/decode workers and 1 replica for set B of prefill/decode workers, they could do so like this: + +```yaml +apiVersion: nvidia.com/v1alpha1 +kind: DynamoGraphDeployment +metadata: + name: vllm-disagg +spec: + services: + Frontend: + componentType: frontend + replicas: 1 + + VllmDecodeWorker-A: + workerGroupName: A # ← Groups A decode + prefill + componentType: worker + subComponentType: decode + replicas: 9 + extraPodSpec: + mainContainer: + image: nvcr.io/nvidia/ai-dynamo/vllm-runtime:0.6.0 + args: + - --model + - Qwen/Qwen3-0.6B + + VllmPrefillWorker-A: + workerGroupName: A # ← Same group = same hash + componentType: worker + subComponentType: prefill + replicas: 9 + extraPodSpec: + mainContainer: + image: nvcr.io/nvidia/ai-dynamo/vllm-runtime:0.6.0 + args: + - --model + - Qwen/Qwen3-0.6B + - --is-prefill-worker + + # Worker Group B (1 replicas) + VllmDecodeWorker-B: + workerGroupName: B # ← Groups B decode + prefill + componentType: worker + subComponentType: decode + replicas: 1 + extraPodSpec: + mainContainer: + image: nvcr.io/nvidia/ai-dynamo/vllm-runtime:0.7.0 + args: + - --model + - Qwen/Qwen3-0.6B + + VllmPrefillWorker-B: + workerGroupName: B # ← Same group = same hash + componentType: worker + subComponentType: prefill + replicas: 1 + extraPodSpec: + mainContainer: + image: nvcr.io/nvidia/ai-dynamo/vllm-runtime:0.7.0 + args: + - --model + - Qwen/Qwen3-0.6B + - --is-prefill-worker +``` + +- The Operator groups services with the same `workerGroupName` into a set and calculates a hash to append to the namespace. If no `workerGroupName` is defined, it's assumed to be a part of the `default` worker group. +- The Frontend would load balance traffic between the two sets of workers based on the number of instances in each set. + +##### Pros: + +- Easy to visualize the current state of the deployment like in the case of a canary roll out. +- You can have N number of worker groups. Might be desired for Hierarchical Planner if you have > 2 use cases with corresponding worker groups. + +##### Cons: + +- Manifest becomes verbose when having multiple worker groups in the disaggregated deployment case. + +#### Hash Solution 2: Introduce Controller Revision to DGD + +Solution 2 leverages the [Kubernetes `ControllerRevision` resource](https://kubernetes.io/docs/reference/kubernetes-api/workload-resources/controller-revision-v1/) to store updates to the DGD spec. This is how `LeaderWorkerSet` can support canary roll out strategies where a [`partition` field](https://github.com/kubernetes-sigs/lws/blob/f01674b29576223329e35432c77d2b37a995b669/api/leaderworkerset/v1/leaderworkerset_types.go#L272) is used to determine the number of LWS replicas to update with updated template spec. Similar to the canary roll out scenario outlined in Solution 1, the user would have an initial DGD deployed like so: + +```yaml +apiVersion: nvidia.com/v1alpha1 +kind: DynamoGraphDeployment +metadata: + name: vllm-disagg +spec: + services: + Frontend: + componentType: frontend + replicas: 1 + + VllmDecodeWorker: + componentType: worker + subComponentType: decode + replicas: 10 + extraPodSpec: + mainContainer: + image: nvcr.io/nvidia/ai-dynamo/vllm-runtime:0.6.0 + args: + - --model + - Qwen/Qwen3-0.6B + + VllmPrefillWorker: + componentType: worker + subComponentType: prefill + replicas: 10 + extraPodSpec: + mainContainer: + image: nvcr.io/nvidia/ai-dynamo/vllm-runtime:0.6.0 + args: + - --model + - Qwen/Qwen3-0.6B + - --is-prefill-worker +``` + +The user can then perform a canary roll out by updating their `VllmDecodeWorker` and `VllmPrefillWorker` spec and specifying a `partition` field to determine the number of replicas to update. + +```yaml +apiVersion: nvidia.com/v1alpha1 +kind: DynamoGraphDeployment +metadata: + name: vllm-disagg +spec: + services: + Frontend: + componentType: frontend + replicas: 1 + + VllmDecodeWorker: + componentType: worker + subComponentType: decode + replicas: 10 + partition: 9 # only replicas with index >= 9 (1 replica) is updated to image 0.7.0 + extraPodSpec: + mainContainer: + image: nvcr.io/nvidia/ai-dynamo/vllm-runtime:0.7.0 # update image to 0.7.0 + args: + - --model + - Qwen/Qwen3-0.6B + + VllmPrefillWorker: + componentType: worker + subComponentType: prefill + replicas: 10 + partition: 9 # only replicas with index >= 9 (1 replica) is updated to image 0.7.0 + extraPodSpec: + mainContainer: + image: nvcr.io/nvidia/ai-dynamo/vllm-runtime:0.7.0 # update image to 0.7.0 + args: + - --model + - Qwen/Qwen3-0.6B + - --is-prefill-worker +``` + +Here, the partition indicates that only the 10th replica (0-indexed) is updated to image 0.7.0. The Dynamo Operator will create a `ControllerRevision` resource for every DGD update. So the initial revision `rev1` will be stored and used as the appended hash for the namespace `vllm-disagg-rev1`. The new revision `rev2` will be stored and used as the appended hash for the namespace `vllm-disagg-rev2`. + +##### Pros: + +- Similar UX as LeaderWorkerSet roll out configuration +- Manifest is more concise compared to Solution 1 +- ControllerRevision provides a built in mechanism to rollback to a previous revision. + +##### Cons: + +- Relies on the `ControllerRevision` resource to store updates to the DGD spec. + +### DGD/Operator Updates + +- Remove `dynamoNamespace` field from DGD service spec and inject DGD name as `DYN_NAMESPACE` env var. +- If Solution 1 is chosen, add a new field to the DGD service spec called `workerGroupName` with logic in operator to generate hashes per worker group and append to `DYN_NAMESPACE` env var. +- If Solution 2 is chosen, add a new field to the DGD service spec called `partition` with logic in operator to create a `ControllerRevision` resource for every DGD update and inject `DYN_NAMESPACE` env var with the correct revision hash. + +### Core Dynamo Lib Updates + +- `ModelWatcher.watch` can now filter based on namespace prefix match instead of exact match (e.g. frontend matching for `vllm-agg-*` where `vllm-agg-a1b2c3d4` and `vllm-agg-e5f6g7h8` are the two worker groups). +- `ModelManager` updated to support multiple `Client`s per model engine. Allow `PushRouter` to load balance traffic between multiple sets of workers. Round-robin and random case seem simple (each Client will have an instance count) but KV-Router case is more complex. Do we do weighted selection of worker group and then worker selection based on kv instance radix tree? + +**TODOS**: + +- Shared frontend is still supported? +- DGD should be thought of as a singular model deployment - frontend, sets of workers +- Section on alternatives +- Include section on how current frameworks support roll out strategies +- if the user updates the served model name, this results in a different model key. Should we support this? What would happen in the current solution? +- LORA support? +- Hierarchical Planner support? +- Fill in KV cache transfer section +- Default roll out strategy expectations - how can I rollback? +- For the workerGroupName solution, how is the operator/Grove deleting old replicas and creating new ones? +- Supporting a notion of different update stategies and maxSurge/maxUnavailable +- Implications on kv router? + +**NOTES**: + +- could have a top level field for worker componentType `modelName` that becomes the served model name by way of injecting env var. Can then support multiple models within a single DGD. + +- spec dec requiring target and draft model + +- node maintenance - is this in scope? + +### Understanding of componentType and subComponentType + +- **componentType**: can be `frontend`, `planner`, `worker` or `*` (anything else or not provided). Should be enforced as enum at kube API level +- **subComponentType**: can be `*` (any value or not provided). 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(frontend/set of workers) and how the DGD specification creates addressable services. -2. Proposing solutions for outlined roll out scenarios given 1. - -## Model Deployment Cards (MDC) - -In Dynamo, each model is represented by a **ModelDeploymentCard (MDC)**. The MDC comprises of the model name (display name), tokenizer config, context length, model input/type specification, among other fields that defines the model inference behavior. - -When a model worker starts up, it publishes its MDC to the KvStore with the key `v1/mdc/{namespace}.{component}.{endpoint}/{instance_id}`. - -The Frontend has a `ModelWatcher` that watches the KvStore PUT events for keys with the prefix `v1/mdc`. - -The `ModelWatcher.watch` method first determines if the [Frontend should process the MDC or discard it](https://github.com/ai-dynamo/dynamo/blob/6deeecb1d6a9f4eb1770b4272bfa85a4b6226e0a/lib/llm/src/discovery/watcher.rs#L138). If the frontend is deployed in the global namespace (`dynamo`), then all MDCs observed will be processed. If the Frontend is deployed in a non-global namespace, than only MDCs with keys that match the namespace will be processed (`v1/mdc/{namespace}.*`) - -If the MDC should be processed, `ModelWatcher` will extrace the model name (display name) from the MDC and check if the `ModelManager` already contains an engine for that model. If there is an engine that exists but the MDC checksum (generated from select MDC fields) does not match, [the `ModelWatcher` will discard the instance and log an error](https://github.com/ai-dynamo/dynamo/blob/6deeecb1d6a9f4eb1770b4272bfa85a4b6226e0a/lib/llm/src/discovery/watcher.rs#L156). Currently, the worker with discarded MDC will continue to run and consume resources without ever receiving traffic. If there is no engine for that model, an engine is created and stored on the `ModelManager`. - -The model engine contains a `Client` constructed for the MDC `EndpointId`. The MDC `EndpointId` is extracted from the MDC key (`{namespace}.{component}.{endpoint}`), which is the address of the model worker. This `Client` will watch the KvStore PUT events for keys with the prefix `v1/instance/{namespace}/{component}/{endpoint}`. When a PUT event is received, the `Client` will update the instance list. - -### DynamoGraphDeployment (DGD) interaction with MDC - -A **DynamoGraphDeployment (DGD)**, is the Dynamo Kubernetes CRD for deploying a distributed inference graph using the Dynamo distributed runtime and pre-built components. - -The CRD spec contains a list of services which define the components that make up an inference graph. For instance, in the [vllm `disagg.yaml` file](https://github.com/ai-dynamo/dynamo/blob/main/components/backends/vllm/deploy/disagg.yaml), the services are: `Frontend`, `VllmDecodeWorker`, and `VllmPrefillWorker`. Each component has a field `dynamoNamespace` which defines the `namespace` part of the `EndpointId` that the worker will listen at. The `component` and `endpoint` parts of the worker `EndpointId` are not derived from the DGD but rather statically defined within the backend component itself. For instance, the `VllmDecodeWorker` component `EndpointId` has `component` part `backend` and `endpoint` part `generate`. `VllmPrefillWorker` component `EndpointId` has `component` part `prefill` and `endpoint` part `generate`. -**TODO: point to the Model crosstalk section to explain why the static `component` and `endpoint` cause issues** - -## Common Roll Out Scenarios - -A roll out scenario is when a user wants to update their model inference deployment. This could be for a variety of reasons such as updating the runtime version, updating the model version or configuration, etc. For the purposes of this proposal, we will only focus on how the impact of these roll out scenarios are affected by updates to a DGD in a Kubernetes environment. - -### Update Dynamo Worker Version - -#### Use Cases - -- Bug/vulnerability fix in newer version of Dynamo worker runtime -- New feature in the Dynamo worker runtime that the user wants to leverage -- Performance improvement in newer version of Dynamo worker runtime - -#### Example - -An example of a how a user would update the Dynamo worker runtime version from `0.6.0` to `0.7.0`. - -1. User applies the initial vllm `disagg.yaml` DGD manifest with the image for each service set to `nvcr.io/nvidia/ai-dynamo/vllm-runtime:0.6.0`. -2. User updates the DGD manifest to use the image `nvcr.io/nvidia/ai-dynamo/vllm-runtime:0.7.0` for `VllmDecodeWorker` and `VllmPrefillWorker`. -3. User applies the updated DGD manifest. - -#### Expected Behavior - -- In-flight requests will be properly served (through graceful shutdown or request migration) -- Complete uptime of the model inference deployment is maintained - -### Update Frontend Worker Version - -Same use cases, example and expected behavior as **Update Dynamo Worker Version**. Instead of updating the image for the workers, the user would update the image for the `Frontend` service. - -### Different MDC Checksums during Roll Out - -As explained in the **Model Deployment Cards (MDC)** section above, the MDC is published from the model worker on startup and specifies the model weights being used, the context length, the tokenizer config, prompt formatter, etc. For any of the following use cases listed below, a user would want to update their model deployment via their DGD manifest. - -#### Use Cases - -- Update model revision -- Update model weight configuration such as quantization -- Update model context length -- Update tokenizer config -- Update chat template - -#### Example - -An example of a how a user would update the vllm `disagg.yaml` DGD manifest to deploy an updated model revision of Qwen3-0.6B. - -1. User applies the initial vllm `disagg.yaml` DGD manifest. -2. User updates the DGD manifest by specifying env var `MODEL_REVISION` as `ABCDDE...` for the `VllmDecodeWorker` and `VllmPrefillWorker`. -3. User applies the updated DGD manifest. -4. The new Worker Pods will fetch the HF model revision `ABCDDE...`, which will result in a different MDC checksum than the old Workers. - -#### Expected Behavior - -- In-flight requests will be properly served (through graceful shutdown or request migration) -- Complete uptime of the model inference deployment is maintained - -### Incompatible KV Cache Transfer Mechanisms during Roll Out - -Another scenario a user might encounter is with a disaggregated deployment where the user wants to update how their KV cache transfer mechanism is configured. For instance, the user might want to switch from UCX to NIXL. It's important to note that KV cache transfer configuration is not tracked as a part of the MDC checksum. - -#### Example - -An example of a how a user would update the vllm `disagg.yaml` DGD manifest to switch from the default NIXL connector to the LMCache connector for the `VllmDecodeWorker` and `VllmPrefillWorker`. - -1. User applies the initial vllm `disagg.yaml` DGD manifest. -2. User updates the DGD manifest by specifying the flag `--connector lmcache` in the `args` array in the `extraPodSpec` for the `VllmDecodeWorker` and `VllmPrefillWorker`. -3. User applies the updated DGD manifest. -4. The new Worker Pods will use the LMCache connector, while the old Worker Pods will continue to use the NIXL connector. - -#### Expected Behavior - -- In-flight requests will be properly served (through graceful shutdown or request migration) -- Complete uptime of the model inference deployment is maintained - -# Issues - -## Model Crosstalk - -When deploying two DGDs for two different models, say **llama3.1-70B** and **Qwen3-0.6B**, if the DGDs are deployed in the same namespace (both have the same `dynamoNamespace` field values), the workers will register under the same `EndpointId`. In the vllm `disagg.yaml` example above, both workers for **llama3.1-70B** and **Qwen3-0.6B** will register under the `EndpointId` `{dynamoNamespace}/backend/generate`. Because the `Client` for both model engines is watching the same prefix `v1/instance/{dynamoNamespace}/backend/generate`, each `Client` will discover instances from both models, resulting in the `PushRouter` routing engine for **llama3.1-70B** for example sending requests to both sets of model workers. - -### Shared Frontend - -As a current solution, if a user wants to deploy two DGDs for two different models, they can either deploy their DGDs in different namespace or use a shared frontend. An example of a shared frontend is shown [here](https://github.com/ai-dynamo/dynamo/tree/main/examples/basics/kubernetes/shared_frontend). It involves deploying a DGD for the frontend in the global namespace `dynamo` and then deploying two DGDs for the workers in different namespaces. - -## Rolling Update Scenarios - -### Different MDC Checksums - -In the scenario where a user would like to update the model revision as an example, currently here is what happens: - -1. User patches the DGD CRD using a `kubectl apply -f` -2. The Dynamo Operator will update the Grove `PodCliqueSet` `PodCliqueSetTemplateSpec`. View Grove example of single-node disaggregated deployment [here](https://github.com/ai-dynamo/grove/blob/main/docs/assets/singlenode-disaggregated.excalidraw.png). -3. Grove Operator for each `PodClique` with updated template hash has been changed will perform a rolling update of the `PodClique`. Per `PodClique`: -4. A Worker `Pod` in the old set will be terminated concurrently with a Worker `Pod` in the new set being started. -5. The old Worker `Pod` receives a SIGTERM. The Worker process itself will gracefully shutdown by draining in-flight requests then cancelling the primary token which will remove the instance and MDC registration from the KvStore. The worker instance will then be removed from the `Client` instance list. -6. The new Worker `Pod` process will start up, in which it creates a KvStore lease and attempts to register the MDC. -7. At this point in time the Frontend will see that for Model A that an engine already exists but that the MDC checksum differs from the MDC of the new Worker Pod. The new worker MDC will be discarded, however the worker instance has the same `EndpointId` so it'll appear on the `Client` instance list. -8. The new Worker instance will start to receive traffic as it's registered on the `Client` instance list. -9. Grove will continue through the rolling update process for the `PodClique` until only new Worker Pods are running. -10. Despite the old Worker Pods being terminated, the `ModelManager` will have the MDC from the old Worker Pods because the `Client` instance list was never empty. This can result in unexpected behavior - for example a new worker can attempt to change the tokenizer config, but since the `ModelManager` engine is using the old MDC, the request preprocessing will still use the old tokenizer config. - -### Incompatible KV Cache Transfer Mechanisms - -Same as **Different MDC Checksum** from 1-4 -**TODO: fill in for the rest of the steps in how a prefill/decode worker of the new set would attempt to communicate with the olde set, resulting in communication failures and request errors.** - -**TODO: confirm what is said is correct by testing this scenario.** - -# Solution - -## Updates to Addressing Scheme - -Building on top of the [Dynamo namespaces based isolation DEP](https://github.com/ai-dynamo/enhancements/pull/28) from @biswapanda, here is what has been implemented so far to date: - -- Frontend namespace filtering as outlined in **Model Deployment Card** section above. -- Backend components receive `DYN_NAMESPACE` env var from Operator that is specified as the `dynamoNamespace` in the DGD service spec. However, note that the `component` and `endpoint` parts of the `EndpointId` address are still static which can result in the **Model Crosstalk** issue. - -What has been left to be implemented is that the namespace be directly the DGD name instead of the `dynamoNamespace` field value required for each service. - -So instead of: - -```yaml -apiVersion: nvidia.com/v1alpha1 -kind: DynamoGraphDeployment -metadata: - name: vllm-agg -spec: - services: - Frontend: - dynamoNamespace: vllm-llama3-70b - componentType: frontend - replicas: 1 - VllmDecodeWorker: - dynamoNamespace: vllm-llama3-70b - componentType: worker - subComponentType: decode - replicas: 1 -``` - -Where the `VllmDecodeWorker` `EndpointId` would be `vllm-llama3-70b/backend/{endpoint}`, where `{endpoint}` would be dictated by the endpoint created by the component runtime itself. For example the `VllmDecodeWorker` `generate` endpoint would be `vllm-llama3-70b/backend/generate` and the `VllmDecodeWorker` `clear_kv_blocks` endpoint would be `vllm-llama3-70b/backend/clear_kv_blocks`. - -We would have: - -```yaml -apiVersion: nvidia.com/v1alpha1 -kind: DynamoGraphDeployment -metadata: - name: vllm-agg -spec: - services: - Frontend: - componentType: frontend - replicas: 1 - VllmDecodeWorker: - componentType: worker - subComponentType: decode - replicas: 1 -``` - -**TODO: hash of component deployment spec would be unique to the component so the namespace would differ** -Where the `VllmDecodeWorker` `EndpointId` would be `vllm-llama3-70b-abcdef/worker-decode/{endpoint}`, where `{endpoint}` would be dictated by the endpoint created by the component runtime itself. Note that the `EndpointId` naming schema is now `{dgdName}-{hashOfComponentDeploymentSpec}/{componentType}-{subComponentType}/{endpoint}`. `subComponentType` is optional so if not provided, then the endpoint would be `{dgdName}-{hashOfComponentDeploymentSpec}/{componentType}/{endpoint}`. - -**Pros**: - -- This eliminates the **Model Crosstalk** issue as each DGD now has a unique namespace. -- The hash of the `DynamoComponentDeploymentSpec` gives us a nice property where in the case of for the update of a `DynamoComponentDeploymentSpec` that the old and new set of workers are in separate namespaces. **TODO reference section where this is discusses** - -**Cons**: - -### DGD/Operator Updates - -- Remove `dynamoNamespace` field from DGD service spec -- Have `componentType` become a validated enum of `frontend`, `planner`, or `worker` - -### Core Dynamo Lib Updates - -- `ModelWatcher.watch` can now filter - -### Component Updates - -- component name derived from componentType -- can have canary/rolling upgrade support using hash of component - append to namespace for supporting two worker pools for a model. solves differing MDCs and kv cache transfer compatibility - -- remove shared frontend concept - DGD now becomes a tightly couple frontend to workers for a single model. -- maybe include what would it take for a frontend to be shared across models. downsides of not supporting this? - -- how does Grove play into things? - -- if the user updates the served model name, this results in a different model key. Should we support this? What would happen in the current solution? -- alternatives considered? - -- using a hash of the `DynamoComponentDeploymentSpec` would essentially mean for any update whether it's the image, env vars, etc. - that we are essentially having an isolated set of worker pools. Are there any scenarios in which this would not be desired - i.e. we'd want the new/old set of workers to be in the same pool - -- will need to update components where they are creating a client to a hardcoded component/endpoint - example sglang prefill_router_client - -- still supporting shared frontend? - -- how do we support LORAs? - -- hierarchical planner - -- could have a top level field for worker componentType `modelName` that becomes the served model name by way of injecting env var. Can then support multiple models within a single DGD. - -- spec dec requiring target and draft model - -- node maintenance - is this in scope? - -### Understanding of componentType and subComponentType - -- **componentType**: can be `frontend`, `planner`, `worker` or `*` (anything else or not provided). Should be enforced as enum at kube API level -- **subComponentType**: can be `*` (any value or not provided). Has no affect on operator but used by Planner to determine if what services are prefill and decode. From ec200e44158824e5233dc59f44ebcf713e1cfcf2 Mon Sep 17 00:00:00 2001 From: tmontfort Date: Tue, 28 Oct 2025 07:50:08 -0700 Subject: [PATCH 05/11] updates --- .../NNNN-roll-out-strategy.md | 54 +++++++++++++++++-- 1 file changed, 50 insertions(+), 4 deletions(-) diff --git a/deps/NNNN-roll-out-strategy/NNNN-roll-out-strategy.md b/deps/NNNN-roll-out-strategy/NNNN-roll-out-strategy.md index f6816f2a..0917aa57 100644 --- a/deps/NNNN-roll-out-strategy/NNNN-roll-out-strategy.md +++ b/deps/NNNN-roll-out-strategy/NNNN-roll-out-strategy.md @@ -15,7 +15,7 @@ The Frontend has a `ModelWatcher` that watches the KvStore PUT events for keys w The `ModelWatcher.watch` method first determines if the [Frontend should process the MDC or discard it](https://github.com/ai-dynamo/dynamo/blob/6deeecb1d6a9f4eb1770b4272bfa85a4b6226e0a/lib/llm/src/discovery/watcher.rs#L138). If the frontend is deployed in the global namespace (`dynamo`), then all MDCs observed will be processed. If the Frontend is deployed in a non-global namespace, than only MDCs with keys that match the namespace will be processed (`v1/mdc/{namespace}.*`) -If the MDC should be processed, `ModelWatcher` will extrace the model name (display name) from the MDC and check if the `ModelManager` already contains an engine for that model. If there is an engine that exists but the MDC checksum (generated from select MDC fields) does not match, [the `ModelWatcher` will discard the instance and log an error](https://github.com/ai-dynamo/dynamo/blob/6deeecb1d6a9f4eb1770b4272bfa85a4b6226e0a/lib/llm/src/discovery/watcher.rs#L156). Currently, the worker with discarded MDC will continue to run and actually receives traffic (registered under the same `EndpointId`) but frontend pre-processing will use the old MDC (undesirable). If there is no engine for that model, an engine is created and stored on the `ModelManager`. +If the MDC should be processed, `ModelWatcher` will extract the model name (display name) from the MDC and check if the `ModelManager` already contains an engine for that model. If there is an engine that exists but the MDC checksum (generated from select MDC fields) does not match, [the `ModelWatcher` will discard the instance and log an error](https://github.com/ai-dynamo/dynamo/blob/6deeecb1d6a9f4eb1770b4272bfa85a4b6226e0a/lib/llm/src/discovery/watcher.rs#L156). Currently, the worker with discarded MDC will continue to run and actually receives traffic (registered under the same `EndpointId`) but frontend pre-processing will use the old MDC (undesirable). If there is no engine for that model, an engine is created and stored on the `ModelManager`. The model engine contains a `Client` constructed for the MDC `EndpointId`. The MDC `EndpointId` is extracted from the MDC key (`{namespace}.{component}.{endpoint}`), which is the address of the model worker. This `Client` will watch the KvStore PUT events for keys with the prefix `v1/instance/{namespace}/{component}/{endpoint}`. When a PUT event is received, the `Client` will update the instance list. @@ -108,18 +108,60 @@ An example of a how a user would update the vllm `disagg.yaml` DGD manifest to s #### Deployments +The core Kubernetes `Deployment` resource has [two strategies for rolling out updates:](https://kubernetes.io/docs/concepts/workloads/controllers/deployment/#strategy) `RollingUpdate` and `Recreate`. + +- `RollingUpdate` is the default strategy where Pods are updated by gradually scaling down the old `ReplicaSet` and scaling up the new `ReplicaSet`. + - Optional field `maxUnavailable` specifies the maximum number of Pods that can be unavailable during the update. + - Optional field `maxSurge` specifies the maximum number of Pods that can be created above the desired number of Pods. +- `Recreate` strategy will delete all existing Pods before the new ones are created. + #### StatefulSets +The core [Kubernetes `StatefulSet` resource](https://kubernetes.io/docs/reference/kubernetes-api/workload-resources/stateful-set-v1/) has two `updateStrategy` options: `RollingUpdate` and `OnDelete`. + +- `RollingUpdate` is the default strategy where Pods are updated in sequence (highest index -> lowest index) one Pod at a time. + - Optional field `maxUnavailable` specifies the maximum number of Pods that can be unavailable during the update (default is 1). + - Optional field `partition` indicates the ordinal at which the StatefulSet should be paritioned for updates (default is 0 - all Pods are updated). +- `OnDelete` is the legacy behavior where Pods are only updated when they are manually deleted. + +_Note that there is no `maxSurge` for `RollingUpdate` strategy as stable Pod identity (index) is important for exclusive PVCs and deterministic startup/shutdown ordering_ + #### LeaderWorkerSet -#### Inference Gateway Extension +The `LeaderWorkerSet` resource has a single [`RolloutStrategy` `RollingUpdate`](https://github.com/kubernetes-sigs/lws/blob/main/api/leaderworkerset/v1/leaderworkerset_types.go) + +- Optional field `partition` behaves the same as StatefulSet `RollingUpdate` `partition` field. +- Optional field `maxUnavailable` behaves the same as StatefulSet `RollingUpdate` `maxUnavailable` field. +- Optional field `maxSurge` behaves the same as Deployment `RollingUpdate` `maxSurge` field. + +_Note that LWS does support `maxSurge`. Example of how it works [here](https://lws.sigs.k8s.io/docs/concepts/rollout-strategy/)_ + +#### Gateway API Inference Extension + +The Gateway API Inference Extension (GAIE) does not control the `Model Server` itself (the piece that is actually running the model inference). Example of a [vllm Model Server Deployment](https://github.com/kubernetes-sigs/gateway-api-inference-extension/blob/main/config/manifests/vllm/gpu-deployment.yaml) + +Since GAIE is just a Gateway that is routing between `InferencePool`s (`Model Server` grouping for a single model), they [expect the user to create another `Model Server` Deployment themselves and use an `HTTPRoute` to split traffic between the new and old `InferencePool`](https://gateway-api-inference-extension.sigs.k8s.io/guides/inferencepool-rollout/). This enables canary or blue/green roll out strategies but the way the `Model Server` is rolled out for updates is on the user. + +_Note that llm-d uses GAIE and Deployment (single-node) and LeaderWorkerSet (multi-node) for model serving so it inherits both of their roll out strategies._ #### CentML Platform +The CentML Platform leverages [`Argo Rollouts`](https://argo-rollouts.readthedocs.io/en/stable/) to enable an [automated canary roll out strategy](https://github.com/CentML/platform/blob/main/catalog/src/catalog/inference_deployment_v3/templates/rollout.yaml). + +Argo Rollouts are designed to be a drop in replacement of `Deployment` where the PodSpec is the same but the `.spec.strategy` has more powerful capabilities. + +- An example is a canary style roll out where you can define an [`Analysis`](https://argo-rollouts.readthedocs.io/en/stable/features/analysis/) that can query custom metrics and define success/failure conditions, the step size, traffic weighting and roll out speed + +_Future inspiration for how a user can perform a canary roll out that monitors SLOs (TTFT, ITL) of new set of workers during roll out._ + #### AIBrix #### OME +#### Canary Roll Out + +#### Blue/Green Roll Out + ### Grove Rolling Update Strategy The Dynamo Kubernetes Operator leverages the [Grove API](https://github.com/ai-dynamo/grove/tree/main) for gang-scheduling and topology awareness. While the Dynamo Operator has support for using traditional Kubernetes Deployments/Services for single-node and LeaderWorkerSet resource for multi-node cases, the Grove API resources are the supported path going forward for single-node and multi-node deployments. Given this is the case, this proposal will only consider the impacts of Groves rolling update strategy on DynamoGraphDeployment (DGD) resources. @@ -182,7 +224,7 @@ Has been tested but does not work as desired: _Assumes multiple frontend replicas are deployed given Grove's default rolling upgrade strategy._ -Has been tested and does not work as desired: +Has been tested and does work as desired: 1. User updates the DGD manifest to use a new image for the `Frontend` service. 2. User patches the DGD using a `kubectl apply -f` @@ -480,16 +522,20 @@ Here, the partition indicates that only the 10th replica (0-indexed) is updated - Shared frontend is still supported? - DGD should be thought of as a singular model deployment - frontend, sets of workers - Section on alternatives + - Enable image updates for DGD but prevent other spec changes --> rolling update strategies in those cases would be done at a higher level than Dynamo DGD (blue/green with Ingress traffic splitting) + - Enable any update to DGD spec and support for multiple MDCs per engine -> case where worker communication isolation is needed would have to be handled at a higher level - Include section on how current frameworks support roll out strategies - if the user updates the served model name, this results in a different model key. Should we support this? What would happen in the current solution? - LORA support? - Hierarchical Planner support? -- Fill in KV cache transfer section - Default roll out strategy expectations - how can I rollback? - For the workerGroupName solution, how is the operator/Grove deleting old replicas and creating new ones? - Supporting a notion of different update stategies and maxSurge/maxUnavailable - Implications on kv router? +- Issues should be clear and clear how proposed solution(s) addresses them +- ## Follow DEP outline structure: + **NOTES**: - could have a top level field for worker componentType `modelName` that becomes the served model name by way of injecting env var. Can then support multiple models within a single DGD. From 98d32ba4e7548588a9984684f71c8c10587c1b57 Mon Sep 17 00:00:00 2001 From: tmontfort Date: Tue, 28 Oct 2025 11:15:02 -0700 Subject: [PATCH 06/11] updates --- .../NNNN-roll-out-strategy.md | 260 +++++++++++++++--- 1 file changed, 227 insertions(+), 33 deletions(-) diff --git a/deps/NNNN-roll-out-strategy/NNNN-roll-out-strategy.md b/deps/NNNN-roll-out-strategy/NNNN-roll-out-strategy.md index 0917aa57..5b631fec 100644 --- a/deps/NNNN-roll-out-strategy/NNNN-roll-out-strategy.md +++ b/deps/NNNN-roll-out-strategy/NNNN-roll-out-strategy.md @@ -2,8 +2,8 @@ This enhancement proposal is meant to address two things: -1. Building on @biswapanda [Dynamo namespaces based isolation DEP](https://github.com/ai-dynamo/enhancements/pull/28) to propose DynamoGraphDeployment (DGD) CRD strict coupling of model <> (frontend/set of workers) and how the DGD specification creates addressable services. -2. Proposing solutions for outlined roll out scenarios given 1. +1. Building on @biswapanda [Dynamo namespaces based isolation DEP](https://github.com/ai-dynamo/enhancements/pull/28) to propose a model worker group isolation mechanism within a DynamoGraphDeployment (DGD). +2. Proposing enhancements to Dynamo/Grove's roll out scenario/strategy support for DGDs. ## Model Deployment Cards (MDC) @@ -27,7 +27,7 @@ The CRD spec contains a list of services which define the components that make u ## Model Deployment Roll Outs -A model deployment roll out is the process of how the deployment of a model is updated in production. Different roll out scenarios are listed below. For the purposes of this proposal, we will only focus on how these out scenarios occur via updates to a DGD. +A model deployment roll out is the process in which the deployment of a model is updated in production. Different roll out scenarios are listed below. For the purposes of this proposal, we will only focus on how these out scenarios occur via updates to a DGD. ### Common Roll Out Scenarios @@ -59,7 +59,7 @@ Same use cases, example and expected behavior as **Update Dynamo Worker Version* #### Different MDC Checksums during Roll Out -As explained in the **Model Deployment Cards (MDC)** section above, the MDC is published from the model worker on startup. A DGD does not directly specify an MDC (not apparent to Operator/User how changes to `extraPodSpec` updates the MDC). +As explained in the **Model Deployment Cards (MDC)** section above, the MDC is published from the model worker on startup. A DGD does not directly specify an MDC (not directly apparent to Operator/User how changes to `extraPodSpec` updates the MDC - would have to look at KvStore). For any of the following use cases listed below, a user would want to update their model deployment via their DGD manifest. @@ -180,7 +180,7 @@ Because the `PC` controller is recreating each Pod index, to ensure up time for [Multi-Node Deployment Grove Example](./dynamo-grove-multi-node.png) -For the Multi-Node case, there will be a `PodCliqueScalingGroup` (`PCSG`) for each set of worker - in the example above one for the Decode workers and one for the Prefill workers. When a `PC` is managed by a `PCSG`, the `PCSG` controller is responsible for performing the rolling update instead of the `PC` controller (different than single-node case). +For the Multi-Node case, there will be a `PodCliqueScalingGroup` (`PCSG`) for each set of workers - in the example above one for the Decode workers and one for the Prefill workers. When a `PC` is managed by a `PCSG`, the `PCSG` controller is responsible for performing the rolling update instead of the `PC` controller (different than single-node case). The `PCSG` controller updates `PCSG` replicas one at a time in ascending ordinal order (0 -> 1 -> 2 -> ...). Within a `PCSG` replica, all `PC`s are deleted and recreated concurrently. Having multiple `PCSG` replicas ensures availability for the set of workers. @@ -193,6 +193,8 @@ The `PCSG` controller updates `PCSG` replicas one at a time in ascending ordinal ## Model Crosstalk +**Diagram here** + When deploying two DGDs for two different models, say **llama3.1-70B** and **Qwen3-0.6B**, if the DGDs are deployed in the same namespace (both have the same `dynamoNamespace` field values), the workers will register under the same `EndpointId`. In the vllm `disagg.yaml` example above, both workers for **llama3.1-70B** and **Qwen3-0.6B** will register under the `EndpointId` `{dynamoNamespace}/backend/generate`. Because the `Client` for both model engines is watching the same prefix `v1/instance/{dynamoNamespace}/backend/generate`, each `Client` will discover instances from both models, resulting in the `PushRouter` routing engine for **llama3.1-70B** for example sending requests to both sets of model workers. ### Shared Frontend @@ -207,9 +209,9 @@ _Assumes multiple worker replicas are deployed given Grove's default rolling upg Has been tested but does not work as desired: -1. User updates the DGD manifest to use a new image for the `Prefill` and `Decode` services (or single worker service in aggregrated deployment). +1. User updates the vllm `disagg.yaml` to use a new image for the `VllmPrefillWorker` and `VllmDecodeWorker` services (or single worker service in aggregrated deployment). 2. User patches the DGD using a `kubectl apply -f` -3. The `Prefill` and `Decode` `PodClique` will terminate an old `Prefill` and `Decode` `Pod` and create a new `Prefill` and `Decode` `Pod` concurrently. +3. The `Prefill` and `Decode` `PodClique`s will terminate an old `Prefill` and `Decode` `Pod` and create a new `Prefill` and `Decode` `Pod` concurrently. 4. The old worker `Pod`s receives a SIGTERM triggering a graceful shutdown by draining in-flight requests then cancelling the primary token which will remove the instance and MDC registration from the KvStore. However, from testing (backend specific), it's found that there is a period where the worker `Pod`s still have a KvStore registration but aren't listening on the `EndpointId` anymore -> results in request errors. 5. The new worker `Pod`s will start up, and once registered in the KvStore -> new requests can now be routed to the new worker `Pod`s. 6. In period during 4. and 5., the extra worker replicas will continue to serve new requests. @@ -226,7 +228,7 @@ _Assumes multiple frontend replicas are deployed given Grove's default rolling u Has been tested and does work as desired: -1. User updates the DGD manifest to use a new image for the `Frontend` service. +1. User updates the vllm `disagg.yaml` to use a new image for the `Frontend` service. 2. User patches the DGD using a `kubectl apply -f` 3. The Frontend `PodClique` will terminate an old Frontend `Pod` and create a new Frontend `Pod` concurrently. 4. The old Frontend `Pod` receives a SIGTERM. The old Frontend Pod will no longer be `Ready`, so the Kubernetes `Service` will remove the old Frontend `Pod` from the endpoint list -> new requests will no longer be routed to the old Frontend `Pod`. While in `Terminating` state, the Frontend process will gracefully shutdown by draining in-flight requests before exiting. @@ -275,7 +277,7 @@ Same as **Different MDC Checksum** from 1-5 # Solution -## Dynamo Namespace Isolation at DGD Level +## Model Worker Group Isolation at DGD Level Building on top of the [Dynamo namespaces based isolation DEP](https://github.com/ai-dynamo/enhancements/pull/28) from @biswapanda, here is what has been implemented so far to date: @@ -410,7 +412,7 @@ spec: ##### Pros: - Easy to visualize the current state of the deployment like in the case of a canary roll out. -- You can have N number of worker groups. Might be desired for Hierarchical Planner if you have > 2 use cases with corresponding worker groups. +- Supports the [Hierachical Planner proposal](https://github.com/ai-dynamo/enhancements/pull/46/files?short_path=09e8f0f#diff-09e8f0f98b689bb0d0f4d26f6a32f85b27c554cb38341f40faab0ef1232442f4) where multiple models can be deployed in the same DGD ##### Cons: @@ -505,6 +507,11 @@ Here, the partition indicates that only the 10th replica (0-indexed) is updated ##### Cons: - Relies on the `ControllerRevision` resource to store updates to the DGD spec. +- Does not enable deploying multiple models within the same DGD - required for Hierarchical Planner. + +#### Suggested Hash Solution + +- Solution 1 as it can enable deploying multiple models within the same DGD (Hierachical Planner) and the explicit `workerGroupName` makes the worker grouping clear ### DGD/Operator Updates @@ -517,34 +524,221 @@ Here, the partition indicates that only the 10th replica (0-indexed) is updated - `ModelWatcher.watch` can now filter based on namespace prefix match instead of exact match (e.g. frontend matching for `vllm-agg-*` where `vllm-agg-a1b2c3d4` and `vllm-agg-e5f6g7h8` are the two worker groups). - `ModelManager` updated to support multiple `Client`s per model engine. Allow `PushRouter` to load balance traffic between multiple sets of workers. Round-robin and random case seem simple (each Client will have an instance count) but KV-Router case is more complex. Do we do weighted selection of worker group and then worker selection based on kv instance radix tree? -**TODOS**: +### Solves Issues -- Shared frontend is still supported? -- DGD should be thought of as a singular model deployment - frontend, sets of workers -- Section on alternatives - - Enable image updates for DGD but prevent other spec changes --> rolling update strategies in those cases would be done at a higher level than Dynamo DGD (blue/green with Ingress traffic splitting) - - Enable any update to DGD spec and support for multiple MDCs per engine -> case where worker communication isolation is needed would have to be handled at a higher level -- Include section on how current frameworks support roll out strategies -- if the user updates the served model name, this results in a different model key. Should we support this? What would happen in the current solution? -- LORA support? -- Hierarchical Planner support? -- Default roll out strategy expectations - how can I rollback? -- For the workerGroupName solution, how is the operator/Grove deleting old replicas and creating new ones? -- Supporting a notion of different update stategies and maxSurge/maxUnavailable -- Implications on kv router? +- **Model Crosstalk** - since namespace is now the DGD name and DGD name is unique, model crosstalk will not occur. +- **Different MDC Checksum** - in a RollingUpdate scenario or with a canary roll out using worker groups, set A and set B will have hashes appended to isolate them. This assumes the Core Dynamo Lib can be updated to support multiple `Client`s per model engine and load balance traffic across. +- **Incompatible KV Cach Transfer** - similar to **Different MDC Checksum**, set A and set B will have different namespaces, so communication between set A and set B will not occur. -- Issues should be clear and clear how proposed solution(s) addresses them -- ## Follow DEP outline structure: +### Adds Functionality + +- If using `workerGroupName` solution, a DGD can support the Hierarchical Planner proposal where multiple configurations of the same model can be deployed in the same DGD (do note that the SLO routing logic is not specified - would need to be solved). +- Adds support for a canary roll out strategy where a user can deploy X% of new model workers within a DGD and monitor SLOs for the new workers before gradually scaling down old set/scaling up new set. +- Does not **prohibit**: + - The `Shared Frontend` pattern + - A `Blue/Green` roll out strategy can still be performed at a layer above the DGD using traditional k8s tooling (Ingress traffic splitting, etc.) + +## Additions to Grove's Default Rolling Update Strategy + +To give the user more fine-grained control over Grove's default rolling update strategy and to support similar semantics to `Deployment`, `StatefulSet` and `LeaderWorkerSet`, we propose adding: + +- `maxUnavailable` field for `PC` and `PCSG` to specify the maximum number of replicas that can be unavailable during the update. This controls the speed of the roll out (you can delete/recreate `maxUnavailable` replicas at a time). The default would be 1 (current behavior). Note that there is already a `minAvailable` field for `PC` and `PCSG` which is used for gang scheduling/termination semantics - 1) min number of replicas that are guaranteed to be scheduled together and 2) if the number of available replicas is less then `minAvailable`, then after `terminationDelay` period, the gang will be terminated. +- `maxSurge` field for `PC` and `PCSG` to specify the maximum number of replicas that can be created above the desired number of replicas. This can enable more availability during the roll out process (can have replica 1 but have maxSurge of 1, maxUnavailable of 0 - ensures that the new replica is ready before the old replica is terminated). + - However, supporting `maxSurge` becomes a lot more tricky because the surge replica indices would be > desired replicas. It also creates issues with the gang scheduling/termination semantics. Does a surge replica count towards `minAvailable`? This also can consume a lot of resources if done at the PCSG level where you are scheduling multiple PCs at a time. + +Support for both `maxUnavailable` and `maxSurge` could look like the following for a `DGD`: + +```yaml +apiVersion: nvidia.com/v1alpha1 +kind: DynamoGraphDeployment +metadata: + name: vllm-disagg +spec: + services: + Frontend: + componentType: frontend + replicas: 1 # with a single frontend replica, maxSurge 1 and maxUnavailable 0 ensures that the new frontend replica is ready before the old frontend replica is terminated + rollingUpdate: + maxSurge: 1 + maxUnavailable: 0 + extraPodSpec: + mainContainer: + image: nvcr.io/nvidia/ai-dynamo/vllm-runtime:my-tag + VllmDecodeWorker: + componentType: worker + subComponentType: decode + replicas: 4 # will delete/recreate 2 replicas at a time + rollingUpdate: + maxUnavailable: 2 + resources: + limits: + gpu: "1" + extraPodSpec: + mainContainer: + image: nvcr.io/nvidia/ai-dynamo/vllm-runtime:my-tag + workingDir: /workspace/components/backends/vllm + command: + - python3 + - -m + - dynamo.vllm + args: + - --model + - Qwen/Qwen3-0.6B + VllmPrefillWorker: + componentType: worker + subComponentType: prefill + replicas: 2 # follows default of maxSurge 0 and maxUnavailable 1 (1 replica deleted/recreated at a time) + resources: + limits: + gpu: "1" + extraPodSpec: + mainContainer: + image: nvcr.io/nvidia/ai-dynamo/vllm-runtime:my-tag + workingDir: /workspace/components/backends/vllm + command: + - python3 + - -m + - dynamo.vllm + args: + - --model + - Qwen/Qwen3-0.6B + - --is-prefill-worker +``` + +_Note that the `maxUnavailable` and `maxSurge` field is supported at the `DGD` service spec level since the Frontend will be a standalone `PC` and the Prefill/Decode workers will be a `PC` for single-node case or multiple `PC`s managed by a `PCSG` in the multi-node case._ + +# Guidance on a Single Model vs. Multiple Models per DGD + +The proposed solution would allow for both. You can have **llama3.1-70B** and **Qwen3-0.6B** deployed within the same DGD like so: + +```yaml +apiVersion: nvidia.com/v1alpha1 +kind: DynamoGraphDeployment +metadata: + name: vllm-agg +spec: + services: + Frontend: + componentType: frontend + replicas: 1 + extraPodSpec: + mainContainer: + image: nvcr.io/nvidia/ai-dynamo/vllm-runtime:my-tag + QwenWorker: + componentType: worker + workerGroupName: qwen + replicas: 1 + resources: + limits: + gpu: "1" + extraPodSpec: + mainContainer: + image: nvcr.io/nvidia/ai-dynamo/vllm-runtime:my-tag + workingDir: /workspace/components/backends/vllm + command: + - python3 + - -m + - dynamo.vllm + args: + - --model + - Qwen/Qwen3-0.6B + LlamaWorker: + componentType: worker + workerGroupName: llama + replicas: 1 + resources: + limits: + gpu: "1" + extraPodSpec: + mainContainer: + image: nvcr.io/nvidia/ai-dynamo/vllm-runtime:my-tag + workingDir: /workspace/components/backends/vllm + command: + - python3 + - -m + - dynamo.vllm + args: + - --model + - llama/Llama3.1-70B +``` + +This would work. You can also have a separate DGD for each model. This also applies to having the same model with different configurations deployed in the same DGD (new roll out or hierarchical planner). + +### Single Model per DGD + +**Pros**: + +- Clearer separation of concerns. DGD == a singular model. +- Lifecycle of the single Model being served is tied to the lifecyle of the DGD. +- Higher level Gateway/Ingress routing is simple - singular DGD Service is tied to a single model. No need for dynamic discovery of what models are being served. + +**Cons**: + +- Deploying a Frontend per Model. (This can be cirumvented with the shared frontend pattern) + +### Multiple Models per DGD -**NOTES**: +**Pros**: -- could have a top level field for worker componentType `modelName` that becomes the served model name by way of injecting env var. Can then support multiple models within a single DGD. +- More flexibility for advanced use cases - speculative decoding with a draft model, hierarchical planner, etc. -- spec dec requiring target and draft model +**Cons**: -- node maintenance - is this in scope? +- Lifecycle of multiple models is tied to the lifecycle of the DGD +- Gang scheduling/termination semantics are at the level of a DGD +- More complex Gateway/Ingress routing - a DGD Service can be serving multiple models. -### Understanding of componentType and subComponentType +# Alternatives Considered -- **componentType**: can be `frontend`, `planner`, `worker` or `*` (anything else or not provided). Should be enforced as enum at kube API level -- **subComponentType**: can be `*` (any value or not provided). Has no affect on operator but used by Planner to determine if what services are prefill and decode. +## DGD Updates are Not Supported + +In this case, the DGD operator would not support updating the DGD spec once deployed. This means that in order for the user to perform any roll out, they would need to deploy another DGD and leverage a higher level Gateway/Ingress routing to load balance traffic between the two DGDs during the roll out process. + +**Pros**: + +- Keeps the Dynamo Core Lib logic simple and focused on serving a single Model/MDC +- Work to make DGD immutable is simple. No other work would be needed + +**Cons**: + +- Requires the user to develop/find their own solution for performing roll outs +- Not consistent with roll out strategies supported by alternative solutions +- Two DGDs == two units of gang scheduling/termination and topology awareness + +## Only Enable Version Updates for DGD Spec + +In this case, we would limit the subset of things a user can update on the DGD spec to only be the image tag of the service. This would enable a `RollingUpdate` strategy in the scenario of **Worker Version Update** and **Frontend Version Update**. + +**Pros**: + +- Enables in-place roll out strategy for **Worker Version Update** and **Frontend Version Update** +- **Frontend Version Update** is currently supported, **Worker Version Update** would require work to ensure requests during roll out do not error. +- Still keeps the Dynamo Core Lib logic simple and focused on serving a single Model/MDC + +**Cons**: + +- In the case of **Incompatible KV Cache Transfer Mechanisms** or **Different MDC Checksums**, the user would need to perform a roll out at a higher level than Dynamo DGD (blue/green with Ingress traffic splitting) +- Two DGDs == two units of gang scheduling/termination and topology awareness + +## Enable Multiple MDCs per Model (No Support for Worker Group Isolation) + +In this case, a user can make any update to the DGD spec in order to perform a roll out. The Dynamo Core Lib would be updated to support multiple MDCs per model engine. This would solve for **Worker Version Update**, **Frontend Version Update** and **Different MDC Checksums**. + +However, this would not solve for **Incompatible KV Cache Transfer Mechanisms** as their is no worker group isolation (all workers new/old in the same namespace). Also, it is not clear to the user what would make KV cache transfer incompatible. + +**Pros**: + +- Enables in-place roll out strategy for **Worker Version Update**, **Frontend Version Update** and **Different MDC Checksums** + +**Cons**: + +- Makes the Dynamo Core Lib more complex as it needs to support multiple MDCs per model engine. +- Does not solve for **Incompatible KV Cache Transfer Mechanisms** case + +**TODOS**: + +- if the user updates the served model name, this results in a different model key. Should we support this? What would happen in the current solution? +- LORA support? + +- Issues should be clear and clear how proposed solution(s) addresses them +- ## Follow DEP outline structure: From 20b1e59dda353a7a586f84665d6f51937136b783 Mon Sep 17 00:00:00 2001 From: tmontfort Date: Tue, 28 Oct 2025 11:45:36 -0700 Subject: [PATCH 07/11] follow dep formatting --- .../NNNN-roll-out-strategy.md | 80 ++++++++++++++----- 1 file changed, 61 insertions(+), 19 deletions(-) diff --git a/deps/NNNN-roll-out-strategy/NNNN-roll-out-strategy.md b/deps/NNNN-roll-out-strategy/NNNN-roll-out-strategy.md index 5b631fec..e18b4bbe 100644 --- a/deps/NNNN-roll-out-strategy/NNNN-roll-out-strategy.md +++ b/deps/NNNN-roll-out-strategy/NNNN-roll-out-strategy.md @@ -1,10 +1,32 @@ -# Background +# Roll Out Support for DynamoGraphDeployments (DGDs) + +**Status**: Under Review + +**Authors**: Thomas Montfort + +**Category**: Architecture + +**Required Reviewers**: Biswa Panda, Neelay Shah, Graham King, Maksim Khadkevich, Julien Mancuso + +**Review Date**: October 29, 2025 + +**Pull Request**: https://github.com/ai-dynamo/enhancements/pull/49 + +**Implementation PR / Tracking Issue**: [Link to Pull Request or Tracking Issue for Implementation] + +# Summary This enhancement proposal is meant to address two things: 1. Building on @biswapanda [Dynamo namespaces based isolation DEP](https://github.com/ai-dynamo/enhancements/pull/28) to propose a model worker group isolation mechanism within a DynamoGraphDeployment (DGD). 2. Proposing enhancements to Dynamo/Grove's roll out scenario/strategy support for DGDs. +# Background + +The background section serves to provide context on how the **Model Deployment Card** works at the core Dynamo library level, how a **DGD** interacts with the **MDC**, common model roll out scenarios and how other solutions providing similar offerings to Dynamo implement roll out strategies. + +If you have familiarity with the above, feel free to skip to the [Issues](#issues) section. + ## Model Deployment Cards (MDC) In Dynamo, each model is represented by a [**ModelDeploymentCard (MDC)**](https://github.com/ai-dynamo/dynamo/blob/0028cdf43dd583356139669f33aecbb743fd13be/lib/llm/src/model_card.rs#L165). The MDC comprises of the model name (display name), tokenizer config, context length, model input/type specification, among other fields that defines the model inference behavior. @@ -189,11 +211,11 @@ The `PCSG` controller updates `PCSG` replicas one at a time in ascending ordinal - This is the default rolling update strategy for Grove. There currently is no way to configure the rolling update strategy for a `PCSG` for things like `maxSurge`, `maxUnavailable`. Discussion [here](https://github.com/ai-dynamo/grove/issues/212) on supporting additional rolling update strategies. - Grove's roll out strategy would be the same as `Deployment` `RollingUpdate` where `maxSurge` is 0 and `maxUnavailable` is 1. -# Issues +# Motivation -## Model Crosstalk +The Motivation section highlights the current issues faced with the **DGD** and **MDC** relationship and current support for roll out scenarios. -**Diagram here** +## Model Crosstalk When deploying two DGDs for two different models, say **llama3.1-70B** and **Qwen3-0.6B**, if the DGDs are deployed in the same namespace (both have the same `dynamoNamespace` field values), the workers will register under the same `EndpointId`. In the vllm `disagg.yaml` example above, both workers for **llama3.1-70B** and **Qwen3-0.6B** will register under the `EndpointId` `{dynamoNamespace}/backend/generate`. Because the `Client` for both model engines is watching the same prefix `v1/instance/{dynamoNamespace}/backend/generate`, each `Client` will discover instances from both models, resulting in the `PushRouter` routing engine for **llama3.1-70B** for example sending requests to both sets of model workers. @@ -201,7 +223,7 @@ When deploying two DGDs for two different models, say **llama3.1-70B** and **Qwe As a current solution, if a user wants to deploy two DGDs for two different models, they can either deploy their DGDs in different namespace or use a shared frontend. An example of a shared frontend is shown [here](https://github.com/ai-dynamo/dynamo/tree/main/examples/basics/kubernetes/shared_frontend). It involves deploying a DGD for the frontend in the global namespace `dynamo` and then deploying two DGDs for the workers in different namespaces. -## Rolling Update Scenarios +## Roll Out Scenarios ### Worker Version Upgrade @@ -275,7 +297,14 @@ Same as **Different MDC Checksum** from 1-5 - Some requests during rolling update error (not desired) -# Solution +# Goals + +- There is a clear supported path with desired behavior for the roll out scenarios outlined in the [Roll Out Scenarios](#roll-out-scenarios) section. +- The roll out strategies support for a **DGD** are consistent with other solution offerings similar to Dynamo and Dynamo's Kubernetes Deployment stack. +- The **Model Crosstalk** issue is resolved. +- Advanced use cases like hierarchical planner, speculative decoding and LoRA support are supported. + +# Proposal ## Model Worker Group Isolation at DGD Level @@ -513,17 +542,6 @@ Here, the partition indicates that only the 10th replica (0-indexed) is updated - Solution 1 as it can enable deploying multiple models within the same DGD (Hierachical Planner) and the explicit `workerGroupName` makes the worker grouping clear -### DGD/Operator Updates - -- Remove `dynamoNamespace` field from DGD service spec and inject DGD name as `DYN_NAMESPACE` env var. -- If Solution 1 is chosen, add a new field to the DGD service spec called `workerGroupName` with logic in operator to generate hashes per worker group and append to `DYN_NAMESPACE` env var. -- If Solution 2 is chosen, add a new field to the DGD service spec called `partition` with logic in operator to create a `ControllerRevision` resource for every DGD update and inject `DYN_NAMESPACE` env var with the correct revision hash. - -### Core Dynamo Lib Updates - -- `ModelWatcher.watch` can now filter based on namespace prefix match instead of exact match (e.g. frontend matching for `vllm-agg-*` where `vllm-agg-a1b2c3d4` and `vllm-agg-e5f6g7h8` are the two worker groups). -- `ModelManager` updated to support multiple `Client`s per model engine. Allow `PushRouter` to load balance traffic between multiple sets of workers. Round-robin and random case seem simple (each Client will have an instance count) but KV-Router case is more complex. Do we do weighted selection of worker group and then worker selection based on kv instance radix tree? - ### Solves Issues - **Model Crosstalk** - since namespace is now the DGD name and DGD name is unique, model crosstalk will not occur. @@ -688,7 +706,26 @@ This would work. You can also have a separate DGD for each model. This also appl - Gang scheduling/termination semantics are at the level of a DGD - More complex Gateway/Ingress routing - a DGD Service can be serving multiple models. -# Alternatives Considered +# Implementation Details + +**TODO: update with Grove/Dynamo additional rolling update configuration support** + +### DGD/Operator Updates + +- Remove `dynamoNamespace` field from DGD service spec and inject DGD name as `DYN_NAMESPACE` env var. +- If Solution 1 is chosen, add a new field to the DGD service spec called `workerGroupName` with logic in operator to generate hashes per worker group and append to `DYN_NAMESPACE` env var. +- If Solution 2 is chosen, add a new field to the DGD service spec called `partition` with logic in operator to create a `ControllerRevision` resource for every DGD update and inject `DYN_NAMESPACE` env var with the correct revision hash. + +### Core Dynamo Lib Updates + +- `ModelWatcher.watch` can now filter based on namespace prefix match instead of exact match (e.g. frontend matching for `vllm-agg-*` where `vllm-agg-a1b2c3d4` and `vllm-agg-e5f6g7h8` are the two worker groups). +- `ModelManager` updated to support multiple `Client`s per model engine. Allow `PushRouter` to load balance traffic between multiple sets of workers. Round-robin and random case seem simple (each Client will have an instance count) but KV-Router case is more complex. Do we do weighted selection of worker group and then worker selection based on kv instance radix tree? + +# Implementation Phases + +**TODO** + +# Alternative Solutions ## DGD Updates are Not Supported @@ -737,8 +774,13 @@ However, this would not solve for **Incompatible KV Cache Transfer Mechanisms** **TODOS**: +- Following DEP format +- Ensuring consistent terminology +- Ensuring that the proposal has a clear flow -> this is the neccessary background -> these are the current issues/feature gaps -> these are the proposed solutions and how they address the issues/feature gaps -> these are the alternatives that were considered. +- Fixing any grammatical/spelling errors +- Add diagrams for sections - if the user updates the served model name, this results in a different model key. Should we support this? What would happen in the current solution? - LORA support? - Issues should be clear and clear how proposed solution(s) addresses them -- ## Follow DEP outline structure: +- Follow DEP outline structure: From 6456cdd7173e92962c98ba091558b55dc0b76143 Mon Sep 17 00:00:00 2001 From: tmontfort Date: Tue, 28 Oct 2025 13:45:35 -0700 Subject: [PATCH 08/11] formatting updates --- .../NNNN-roll-out-strategy.md | 493 ++++++++---------- 1 file changed, 219 insertions(+), 274 deletions(-) diff --git a/deps/NNNN-roll-out-strategy/NNNN-roll-out-strategy.md b/deps/NNNN-roll-out-strategy/NNNN-roll-out-strategy.md index e18b4bbe..4fe4c4a7 100644 --- a/deps/NNNN-roll-out-strategy/NNNN-roll-out-strategy.md +++ b/deps/NNNN-roll-out-strategy/NNNN-roll-out-strategy.md @@ -1,10 +1,10 @@ -# Roll Out Support for DynamoGraphDeployments (DGDs) +# Rollout Support for DynamoGraphDeployments (DGDs) -**Status**: Under Review +**Status**: Under Review -**Authors**: Thomas Montfort +**Authors**: Thomas Montfort -**Category**: Architecture +**Category**: Architecture **Required Reviewers**: Biswa Panda, Neelay Shah, Graham King, Maksim Khadkevich, Julien Mancuso @@ -14,223 +14,203 @@ **Implementation PR / Tracking Issue**: [Link to Pull Request or Tracking Issue for Implementation] -# Summary +# 1. Summary This enhancement proposal is meant to address two things: +1. Building on @biswapanda [Dynamo namespaces based isolation DEP](https://github.com/ai-dynamo/enhancements/pull/28) to propose a model worker group isolation mechanism within a `DynamoGraphDeployment` (`DGD`). +2. Proposing enhancements to Dynamo/Grove's rollout scenario/strategy support for `DGD`s. -1. Building on @biswapanda [Dynamo namespaces based isolation DEP](https://github.com/ai-dynamo/enhancements/pull/28) to propose a model worker group isolation mechanism within a DynamoGraphDeployment (DGD). -2. Proposing enhancements to Dynamo/Grove's roll out scenario/strategy support for DGDs. +# 2. Background -# Background +## 2.1 Overview of Model Deployment Card (MDC) and DynamoGraphDeployment (DGD) -The background section serves to provide context on how the **Model Deployment Card** works at the core Dynamo library level, how a **DGD** interacts with the **MDC**, common model roll out scenarios and how other solutions providing similar offerings to Dynamo implement roll out strategies. +### 2.1.1 Model Deployment Cards (MDC) -If you have familiarity with the above, feel free to skip to the [Issues](#issues) section. +In Dynamo, each model is represented by a [`MDC`](https://github.com/ai-dynamo/dynamo/blob/0028cdf43dd583356139669f33aecbb743fd13be/lib/llm/src/model_card.rs#L165). The `MDC` comprises of the model name (display name), tokenizer config, context length, model input/type specification, among other fields that defines the model inference behavior. -## Model Deployment Cards (MDC) +When a model worker starts up, it publishes its MDC to the KvStore with the key `v1/mdc/{namespace}.{component}.{endpoint}/{instance_id}`. -In Dynamo, each model is represented by a [**ModelDeploymentCard (MDC)**](https://github.com/ai-dynamo/dynamo/blob/0028cdf43dd583356139669f33aecbb743fd13be/lib/llm/src/model_card.rs#L165). The MDC comprises of the model name (display name), tokenizer config, context length, model input/type specification, among other fields that defines the model inference behavior. +The Frontend has a `ModelWatcher` that watches the KvStore PUT events for keys with the prefix `v1/mdc`. -When a model worker starts up, it publishes its MDC to the KvStore with the key `v1/mdc/{namespace}.{component}.{endpoint}/{instance_id}`. +The `ModelWatcher.watch` method first determines if the [Frontend should process the MDC or discard it](https://github.com/ai-dynamo/dynamo/blob/6deeecb1d6a9f4eb1770b4272bfa85a4b6226e0a/lib/llm/src/discovery/watcher.rs#L138). If the Frontend is deployed in the global namespace (`dynamo`), then all MDCs observed will be processed. If the Frontend is deployed in a non-global namespace, then only MDCs with keys that match the namespace will be processed (`v1/mdc/{namespace}.*`) -The Frontend has a `ModelWatcher` that watches the KvStore PUT events for keys with the prefix `v1/mdc`. - -The `ModelWatcher.watch` method first determines if the [Frontend should process the MDC or discard it](https://github.com/ai-dynamo/dynamo/blob/6deeecb1d6a9f4eb1770b4272bfa85a4b6226e0a/lib/llm/src/discovery/watcher.rs#L138). If the frontend is deployed in the global namespace (`dynamo`), then all MDCs observed will be processed. If the Frontend is deployed in a non-global namespace, than only MDCs with keys that match the namespace will be processed (`v1/mdc/{namespace}.*`) - -If the MDC should be processed, `ModelWatcher` will extract the model name (display name) from the MDC and check if the `ModelManager` already contains an engine for that model. If there is an engine that exists but the MDC checksum (generated from select MDC fields) does not match, [the `ModelWatcher` will discard the instance and log an error](https://github.com/ai-dynamo/dynamo/blob/6deeecb1d6a9f4eb1770b4272bfa85a4b6226e0a/lib/llm/src/discovery/watcher.rs#L156). Currently, the worker with discarded MDC will continue to run and actually receives traffic (registered under the same `EndpointId`) but frontend pre-processing will use the old MDC (undesirable). If there is no engine for that model, an engine is created and stored on the `ModelManager`. +If the MDC should be processed, `ModelWatcher` will extract the model name (display name) from the MDC and check if the `ModelManager` already contains an engine for that model. If there is an engine that exists but the MDC checksum (generated from select MDC fields) does not match, [the `ModelWatcher` will discard the instance and log an error](https://github.com/ai-dynamo/dynamo/blob/6deeecb1d6a9f4eb1770b4272bfa85a4b6226e0a/lib/llm/src/discovery/watcher.rs#L156). Currently, the worker with the discarded MDC will continue to run and actually receive traffic (registered under the same `EndpointId`) but Frontend pre-processing will use the old MDC (undesirable). If there is no engine for that model, an engine is created and stored on the `ModelManager`. The model engine contains a `Client` constructed for the MDC `EndpointId`. The MDC `EndpointId` is extracted from the MDC key (`{namespace}.{component}.{endpoint}`), which is the address of the model worker. This `Client` will watch the KvStore PUT events for keys with the prefix `v1/instance/{namespace}/{component}/{endpoint}`. When a PUT event is received, the `Client` will update the instance list. -### DynamoGraphDeployment (DGD) interaction with MDC - -A **DynamoGraphDeployment (DGD)**, is the Dynamo Kubernetes CRD for deploying a distributed inference graph using the Dynamo distributed runtime and pre-built components. - -The CRD spec contains a list of services which define the components that make up an inference graph. For instance, in the [vllm `disagg.yaml` file](https://github.com/ai-dynamo/dynamo/blob/main/components/backends/vllm/deploy/disagg.yaml), the services are: `Frontend`, `VllmDecodeWorker`, and `VllmPrefillWorker`. Each component has a field `dynamoNamespace` which defines the `namespace` the component will be logically grouped in. The `component` and `endpoint` parts of the worker `EndpointId` are not derived from the DGD but rather statically defined within the backend component itself. For instance, the `VllmDecodeWorker` component `EndpointId` has `component` part `backend` and `endpoint` part `generate`. `VllmPrefillWorker` component `EndpointId` has `component` part `prefill` and `endpoint` part `generate`. - -## Model Deployment Roll Outs - -A model deployment roll out is the process in which the deployment of a model is updated in production. Different roll out scenarios are listed below. For the purposes of this proposal, we will only focus on how these out scenarios occur via updates to a DGD. - -### Common Roll Out Scenarios - -#### Update Dynamo Worker Version - -##### Use Cases - -- Bug/vulnerability fix in newer version of Dynamo framework runtime -- New feature in the Dynamo framework runtime that the user wants to leverage -- Performance improvement in newer version of Dynamo framework runtime -- Changing the Dynamo framework that is being used (i.e. vllm -> sglang) - -##### Example +### 2.1.2 DynamoGraphDeployment (DGD) Interaction with MDC -An example of a how a user would update the Dynamo framework runtime version from `0.6.0` to `0.7.0`. - -1. User has already deployed the initial vllm `disagg.yaml` DGD manifest with the image for each service set to `nvcr.io/nvidia/ai-dynamo/vllm-runtime:0.6.0`. -2. The user updates the DGD manifest to use the image `nvcr.io/nvidia/ai-dynamo/vllm-runtime:0.7.0` for `VllmDecodeWorker` and `VllmPrefillWorker`. -3. User applies the updated DGD manifest. - -##### Expected Behavior +A `DynamoGraphDeployment` (`DGD`), is the Dynamo Kubernetes CRD for deploying a distributed inference graph using the Dynamo distributed runtime and pre-built components. -- In-flight requests will be properly served (through graceful shutdown or request migration) -- Complete uptime of the model inference deployment is maintained +The CRD spec contains a list of services which define the components that make up an inference graph. For instance, in the [vllm `disagg.yaml` file](https://github.com/ai-dynamo/dynamo/blob/main/components/backends/vllm/deploy/disagg.yaml), the services are: `Frontend`, `VllmDecodeWorker`, and `VllmPrefillWorker`. Each component has a field `dynamoNamespace` which defines the `namespace` the component will be logically grouped in. The `component` and `endpoint` parts of the worker `EndpointId` are not derived from the `DGD` but rather statically defined within the backend component itself. For instance, the `VllmDecodeWorker` component `EndpointId` has `component` part `backend` and `endpoint` part `generate`. `VllmPrefillWorker` component `EndpointId` has `component` part `prefill` and `endpoint` part `generate`. -#### Update Frontend Worker Version +## 2.2 Rollout Strategies in Kubernetes AI Model Deployment Ecosystem -Same use cases, example and expected behavior as **Update Dynamo Worker Version**. Instead of updating the image for the workers, the user would update the image for the `Frontend` service. +### 2.2.1 Deployments -#### Different MDC Checksums during Roll Out - -As explained in the **Model Deployment Cards (MDC)** section above, the MDC is published from the model worker on startup. A DGD does not directly specify an MDC (not directly apparent to Operator/User how changes to `extraPodSpec` updates the MDC - would have to look at KvStore). - -For any of the following use cases listed below, a user would want to update their model deployment via their DGD manifest. +The core Kubernetes `Deployment` resource has [two strategies for rolling out updates:](https://kubernetes.io/docs/concepts/workloads/controllers/deployment/#strategy) `RollingUpdate` and `Recreate`. +- `RollingUpdate` is the default strategy where Pods are updated by gradually scaling down the old `ReplicaSet` and scaling up the new `ReplicaSet`. + - Optional field `maxUnavailable` specifies the maximum number of Pods that can be unavailable during the update. + - Optional field `maxSurge` specifies the maximum number of Pods that can be created above the desired number of Pods. +- `Recreate` strategy will delete all existing Pods before the new ones are created. -##### Use Cases +### 2.2.2 StatefulSets -- Update model revision -- Update model weight configuration such as quantization -- Update model context length -- Update tokenizer config -- Update chat template -- ... +The core [Kubernetes `StatefulSet` resource](https://kubernetes.io/docs/reference/kubernetes-api/workload-resources/stateful-set-v1/) has two `updateStrategy` options: `RollingUpdate` and `OnDelete`. +- `RollingUpdate` is the default strategy where Pods are updated in sequence (highest index -> lowest index) one Pod at a time. + - Optional field `maxUnavailable` specifies the maximum number of Pods that can be unavailable during the update (default is 1). + - Optional field `partition` indicates the ordinal at which the StatefulSet should be paritioned for updates (default is 0 - all Pods are updated). +- `OnDelete` is the legacy behavior where Pods are only updated when they are manually deleted. -##### Example +*Note that there is no `maxSurge` for `RollingUpdate` strategy as stable Pod identity (index) is important for exclusive PVCs and deterministic startup/shutdown ordering* -An example of a how a user would update the vllm `disagg.yaml` DGD manifest to update the `block_size` for the `VllmDecodeWorker` and `VllmPrefillWorker`. +### 2.2.3 LeaderWorkerSet -1. User applies the initial vllm `disagg.yaml` DGD manifest. -2. User updates the DGD manifest by adding the flag `--block-size 32` in the `args` array in the `extraPodSpec` for the `VllmDecodeWorker` and `VllmPrefillWorker`. -3. User applies the updated DGD manifest. -4. The new Worker Pods will publish the new MDC with the updated `block_size` configuration, resulting in a different MDC checksum than the old Workers. +The `LeaderWorkerSet` resource has a single [`RolloutStrategy` `RollingUpdate`](https://github.com/kubernetes-sigs/lws/blob/main/api/leaderworkerset/v1/leaderworkerset_types.go) +- Optional field `partition` behaves the same as StatefulSet `RollingUpdate` `partition` field. +- Optional field `maxUnavailable` behaves the same as StatefulSet `RollingUpdate` `maxUnavailable` field. +- Optional field `maxSurge` behaves the same as Deployment `RollingUpdate` `maxSurge` field. -##### Expected Behavior +*Note that LWS does support `maxSurge`. Example of how it works [here](https://lws.sigs.k8s.io/docs/concepts/rollout-strategy/)* -- In-flight requests will be properly served (through graceful shutdown or request migration) -- Complete uptime of the model inference deployment is maintained +### 2.2.4 Gateway API Inference Extension -#### Incompatible KV Cache Transfer Mechanisms during Roll Out +The Gateway API Inference Extension (GAIE) does not control the `Model Server` itself (the piece that is actually running the model inference). Example of a [vllm Model Server Deployment](https://github.com/kubernetes-sigs/gateway-api-inference-extension/blob/main/config/manifests/vllm/gpu-deployment.yaml) -Another scenario a user might encounter is with a disaggregated deployment where the user wants to update their prefill/decode worker configurations that results in an incompatible KV cache transfer mechanism. For instance, the user might want to switch from NIXL to LMCache. It's important to note that KV cache transfer configuration is not tracked as a part of the MDC checksum. +Since GAIE is just a Gateway that is routing between `InferencePool`s (`Model Server` grouping for a single model), they [expect the user to create another `Model Server` Deployment themselves and use an `HTTPRoute` to split traffic between the new and old `InferencePool`](https://gateway-api-inference-extension.sigs.k8s.io/guides/inferencepool-rollout/). This enables canary or blue/green rollout strategies but the way the `Model Server` is rolled out for updates is on the user. -##### Example +*Note that llm-d uses GAIE and Deployment (single-node) and LeaderWorkerSet (multi-node) for model serving so it inherits both of their rollout strategies.* +### 2.2.5 CentML Platform -An example of a how a user would update the vllm `disagg.yaml` DGD manifest to switch from the default NIXL connector to the LMCache connector for the `VllmDecodeWorker` and `VllmPrefillWorker`. +The CentML Platform leverages [`Argo Rollouts`](https://argo-rollouts.readthedocs.io/en/stable/) to enable an [automated canary rollout strategy](https://github.com/CentML/platform/blob/main/catalog/src/catalog/inference_deployment_v3/templates/rollout.yaml). -1. User applies the initial vllm `disagg.yaml` DGD manifest. -2. User updates the DGD manifest by specifying the flag `--connector lmcache` in the `args` array in the `extraPodSpec` for the `VllmDecodeWorker` and `VllmPrefillWorker`. -3. User applies the updated DGD manifest. -4. The new Worker Pods will use the LMCache connector, while the old Worker Pods will continue to use the NIXL connector. +Argo Rollouts are designed to be a drop in replacement of `Deployment` where the PodSpec is the same but the `.spec.strategy` has more powerful capabilities. +- An example is a canary style rollout where you can define an [`Analysis`](https://argo-rollouts.readthedocs.io/en/stable/features/analysis/) that can query custom metrics and define success/failure conditions, the step size, traffic weighting and rollout speed -##### Expected Behavior +*Future inspiration for how a user can perform a canary rollout that monitors SLOs (TTFT, ITL) of new set of workers during rollout.* -- In-flight requests will be properly served (through graceful shutdown or request migration) -- Complete uptime of the model inference deployment is maintained +### 2.2.6 AIBrix -### Roll Out Strategies +### 2.2.7 OME -#### Deployments +### 2.2.8 Canary Rollout -The core Kubernetes `Deployment` resource has [two strategies for rolling out updates:](https://kubernetes.io/docs/concepts/workloads/controllers/deployment/#strategy) `RollingUpdate` and `Recreate`. +### 2.2.9 Blue/Green Rollout -- `RollingUpdate` is the default strategy where Pods are updated by gradually scaling down the old `ReplicaSet` and scaling up the new `ReplicaSet`. - - Optional field `maxUnavailable` specifies the maximum number of Pods that can be unavailable during the update. - - Optional field `maxSurge` specifies the maximum number of Pods that can be created above the desired number of Pods. -- `Recreate` strategy will delete all existing Pods before the new ones are created. +## 2.3 Grove Rolling Update Strategy -#### StatefulSets +The Dynamo Kubernetes Operator leverages the [Grove API](https://github.com/ai-dynamo/grove/tree/main) for gang-scheduling and topology awareness. While the Dynamo Operator has support for using traditional Kubernetes Deployments/Services for single-node and LeaderWorkerSet resource for multi-node cases, the Grove API resources are the supported path going forward for single-node and multi-node deployments. Given this is the case, this proposal will only consider the impacts of Groves rolling update strategy on `DGD` resources. -The core [Kubernetes `StatefulSet` resource](https://kubernetes.io/docs/reference/kubernetes-api/workload-resources/stateful-set-v1/) has two `updateStrategy` options: `RollingUpdate` and `OnDelete`. +### 2.3.1 Single-Node Deployment -- `RollingUpdate` is the default strategy where Pods are updated in sequence (highest index -> lowest index) one Pod at a time. - - Optional field `maxUnavailable` specifies the maximum number of Pods that can be unavailable during the update (default is 1). - - Optional field `partition` indicates the ordinal at which the StatefulSet should be paritioned for updates (default is 0 - all Pods are updated). -- `OnDelete` is the legacy behavior where Pods are only updated when they are manually deleted. +[Single-Node Deployment Grove Example](./dynamo-grove-single-node.png) -_Note that there is no `maxSurge` for `RollingUpdate` strategy as stable Pod identity (index) is important for exclusive PVCs and deterministic startup/shutdown ordering_ +In Grove, when a rolling update is performed, the `PodCliqueSet` controller will perform the update one `PCS` replica at time. Currently, a `DGD` only creates a single `PCS` replica. Within the `PCS` replica, there is a `PodClique` (`PC`) for each service in the `DGD` - in the example above one for the Frontend, one for the Decode worker and one for the Prefill worker. -#### LeaderWorkerSet +For each `PC` concurrently, the `PC` controller will handle one Pod at a time, concurrently deleting an old Pod replica and creating a new Pod replica. The controller will wait for the new Pod replica to be Ready and then proceed to the next replica. -The `LeaderWorkerSet` resource has a single [`RolloutStrategy` `RollingUpdate`](https://github.com/kubernetes-sigs/lws/blob/main/api/leaderworkerset/v1/leaderworkerset_types.go) +Because the `PC` controller is recreating each Pod index, to ensure uptime for a Frontend or set of workers, you need > 1 `PC` replicas for availability. -- Optional field `partition` behaves the same as StatefulSet `RollingUpdate` `partition` field. -- Optional field `maxUnavailable` behaves the same as StatefulSet `RollingUpdate` `maxUnavailable` field. -- Optional field `maxSurge` behaves the same as Deployment `RollingUpdate` `maxSurge` field. +### 2.3.2 Multi-Node Deployment -_Note that LWS does support `maxSurge`. Example of how it works [here](https://lws.sigs.k8s.io/docs/concepts/rollout-strategy/)_ +[Multi-Node Deployment Grove Example](./dynamo-grove-multi-node.png) -#### Gateway API Inference Extension +For the Multi-Node case, there will be a `PodCliqueScalingGroup` (`PCSG`) for each set of workers - in the example above one for the Decode workers and one for the Prefill workers. When a `PC` is managed by a `PCSG`, the `PCSG` controller is responsible for performing the rolling update instead of the `PC` controller (different than single-node case). -The Gateway API Inference Extension (GAIE) does not control the `Model Server` itself (the piece that is actually running the model inference). Example of a [vllm Model Server Deployment](https://github.com/kubernetes-sigs/gateway-api-inference-extension/blob/main/config/manifests/vllm/gpu-deployment.yaml) +The `PCSG` controller updates `PCSG` replicas one at a time in ascending ordinal order (0 -> 1 -> 2 -> ...). Within a `PCSG` replica, all `PC`s are deleted and recreated concurrently. Having multiple `PCSG` replicas ensures availability for the set of workers. -Since GAIE is just a Gateway that is routing between `InferencePool`s (`Model Server` grouping for a single model), they [expect the user to create another `Model Server` Deployment themselves and use an `HTTPRoute` to split traffic between the new and old `InferencePool`](https://gateway-api-inference-extension.sigs.k8s.io/guides/inferencepool-rollout/). This enables canary or blue/green roll out strategies but the way the `Model Server` is rolled out for updates is on the user. +**Notes**: +- This is the default rolling update strategy for Grove. There currently is no way to configure the rolling update strategy for a `PCSG` for things like `maxSurge`, `maxUnavailable`. Discussion [here](https://github.com/ai-dynamo/grove/issues/212) on supporting additional rolling update strategies. +- Grove's rollout strategy would be the same as `Deployment` `RollingUpdate` where `maxSurge` is 0 and `maxUnavailable` is 1. -_Note that llm-d uses GAIE and Deployment (single-node) and LeaderWorkerSet (multi-node) for model serving so it inherits both of their roll out strategies._ +# 3. Rollout Scenarios -#### CentML Platform +## 3.1 Update Dynamo Worker Version -The CentML Platform leverages [`Argo Rollouts`](https://argo-rollouts.readthedocs.io/en/stable/) to enable an [automated canary roll out strategy](https://github.com/CentML/platform/blob/main/catalog/src/catalog/inference_deployment_v3/templates/rollout.yaml). +### Use Cases +- Bug/vulnerability fix in newer version of Dynamo framework runtime +- New feature in the Dynamo framework runtime that the user wants to leverage +- Performance improvement in newer version of Dynamo framework runtime +- Changing the Dynamo framework that is being used (i.e. vllm -> sglang) -Argo Rollouts are designed to be a drop in replacement of `Deployment` where the PodSpec is the same but the `.spec.strategy` has more powerful capabilities. +### Example -- An example is a canary style roll out where you can define an [`Analysis`](https://argo-rollouts.readthedocs.io/en/stable/features/analysis/) that can query custom metrics and define success/failure conditions, the step size, traffic weighting and roll out speed +An example of a how a user would update the Dynamo framework runtime version from `0.6.0` to `0.7.0`. -_Future inspiration for how a user can perform a canary roll out that monitors SLOs (TTFT, ITL) of new set of workers during roll out._ +1. User has already deployed the initial vllm `disagg.yaml` `DGD` manifest with the image for each service set to `nvcr.io/nvidia/ai-dynamo/vllm-runtime:0.6.0`. +2. The user updates the `DGD` manifest to use the image `nvcr.io/nvidia/ai-dynamo/vllm-runtime:0.7.0` for `VllmDecodeWorker` and `VllmPrefillWorker`. +3. User applies the updated `DGD` manifest. -#### AIBrix +### Expected Behavior +- In-flight requests will be properly served (through graceful shutdown or request migration) +- Complete uptime of the model inference deployment is maintained -#### OME +## 3.2 Update Frontend Worker Version -#### Canary Roll Out +Same use cases, example and expected behavior as [Update Dynamo Worker Version](#update-dynamo-worker-version). Instead of updating the image for the workers, the user would update the image for the `Frontend` service. -#### Blue/Green Roll Out +## 3.3 Different MDC Checksums during Rollout -### Grove Rolling Update Strategy +As explained in the `MDC` section above, the `MDC` is published from the model worker on startup. A `DGD` does not directly specify an `MDC` (not directly apparent to Operator/User how changes to `extraPodSpec` update the `MDC` - would have to look at `KvStore`). -The Dynamo Kubernetes Operator leverages the [Grove API](https://github.com/ai-dynamo/grove/tree/main) for gang-scheduling and topology awareness. While the Dynamo Operator has support for using traditional Kubernetes Deployments/Services for single-node and LeaderWorkerSet resource for multi-node cases, the Grove API resources are the supported path going forward for single-node and multi-node deployments. Given this is the case, this proposal will only consider the impacts of Groves rolling update strategy on DynamoGraphDeployment (DGD) resources. +For any of the following use cases listed below, a user would want to update their model deployment via their `DGD` manifest. -#### Single-Node Deployment +### Use Cases +- Update model revision +- Update model weight configuration such as quantization +- Update model context length +- Update tokenizer config +- Update chat template +- ... -[Single-Node Deployment Grove Example](./dynamo-grove-single-node.png) +### Example -In Grove, when a rolling update is performed, the `PodCliqueSet` controller will perform the update one `PCS` replica at time. Currently, a DGD only creates a single `PCS` replica. Within the `PCS` replica, there is a `PodClique` (`PC`) for each service in the DGD - in the example above one for the Frontend, one for Decode worker and one for Prefill worker. +An example of a how a user would update the vllm `disagg.yaml` in a `DGD` manifest to update the `block_size` for the `VllmDecodeWorker` and `VllmPrefillWorker`. -For each `PC` concurrently, the `PC` controller will handle one Pod at a time, concurrently deleting an old Pod replica and creating a new Pod replica. The controller will wait for the new Pod replica to be Ready and then proceed to the next replica. +1. User applies the initial vllm `disagg.yaml` `DGD` manifest. +2. User updates the `DGD` manifest by adding the flag `--block-size 32` in the `args` array in the `extraPodSpec` for the `VllmDecodeWorker` and `VllmPrefillWorker`. +3. User applies the updated `DGD` manifest. +4. The new Worker Pods will publish the new MDC with the updated `block_size` configuration, resulting in a different MDC checksum than the old Workers. -Because the `PC` controller is recreating each Pod index, to ensure up time for a Frotend or set of Model Workers, you need > 1 `PC` replicas for availability. +### Expected Behavior +- In-flight requests will be properly served (through graceful shutdown or request migration) +- Complete uptime of the model inference deployment is maintained -#### Multi-Node Deployment +## 3.4 Incompatible KV Cache Transfer Mechanisms during Rollout -[Multi-Node Deployment Grove Example](./dynamo-grove-multi-node.png) +Another scenario a user might encounter is with a disaggregated deployment where the user wants to update their prefill/decode worker configurations that result in an incompatible KV cache transfer mechanism. For instance, the user might want to switch from NIXL to LMCache. It's important to note that KV cache transfer configuration is not tracked as a part of the MDC checksum. -For the Multi-Node case, there will be a `PodCliqueScalingGroup` (`PCSG`) for each set of workers - in the example above one for the Decode workers and one for the Prefill workers. When a `PC` is managed by a `PCSG`, the `PCSG` controller is responsible for performing the rolling update instead of the `PC` controller (different than single-node case). +### Example -The `PCSG` controller updates `PCSG` replicas one at a time in ascending ordinal order (0 -> 1 -> 2 -> ...). Within a `PCSG` replica, all `PC`s are deleted and recreated concurrently. Having multiple `PCSG` replicas ensures availability for the set of workers. +An example of a how a user would update the vllm `disagg.yaml` `DGD` manifest to switch from the default NIXL connector to the LMCache connector for the `VllmDecodeWorker` and `VllmPrefillWorker`. -**Notes**: +1. User applies the initial vllm `disagg.yaml` `DGD` manifest. +2. User updates the `DGD` manifest by specifying the flag `--connector lmcache` in the `args` array in the `extraPodSpec` for the `VllmDecodeWorker` and `VllmPrefillWorker`. +3. User applies the updated `DGD` manifest. +4. The new Worker Pods will use the LMCache connector, while the old Worker Pods will continue to use the NIXL connector. -- This is the default rolling update strategy for Grove. There currently is no way to configure the rolling update strategy for a `PCSG` for things like `maxSurge`, `maxUnavailable`. Discussion [here](https://github.com/ai-dynamo/grove/issues/212) on supporting additional rolling update strategies. -- Grove's roll out strategy would be the same as `Deployment` `RollingUpdate` where `maxSurge` is 0 and `maxUnavailable` is 1. +### Expected Behavior +- In-flight requests will be properly served (through graceful shutdown or request migration) +- Complete uptime of the model inference deployment is maintained -# Motivation -The Motivation section highlights the current issues faced with the **DGD** and **MDC** relationship and current support for roll out scenarios. +# 4. Motivation / Current Limitations -## Model Crosstalk +## 4.1 Model Crosstalk -When deploying two DGDs for two different models, say **llama3.1-70B** and **Qwen3-0.6B**, if the DGDs are deployed in the same namespace (both have the same `dynamoNamespace` field values), the workers will register under the same `EndpointId`. In the vllm `disagg.yaml` example above, both workers for **llama3.1-70B** and **Qwen3-0.6B** will register under the `EndpointId` `{dynamoNamespace}/backend/generate`. Because the `Client` for both model engines is watching the same prefix `v1/instance/{dynamoNamespace}/backend/generate`, each `Client` will discover instances from both models, resulting in the `PushRouter` routing engine for **llama3.1-70B** for example sending requests to both sets of model workers. +When deploying two `DGD`s for two different models, say **llama3.1-70B** and **Qwen3-0.6B**, if the `DGD`s are deployed in the same namespace (both have the same `dynamoNamespace` field values), the workers will register under the same `EndpointId`. In the vllm `disagg.yaml` example above, both workers for **llama3.1-70B** and **Qwen3-0.6B** will register under the `EndpointId` `{dynamoNamespace}/backend/generate`. Because the `Client` for both model engines is watching the same prefix `v1/instance/{dynamoNamespace}/backend/generate`, each `Client` will discover instances from both models, resulting in the `PushRouter` routing engine for **llama3.1-70B** for example sending requests to both sets of model workers. -### Shared Frontend +### 4.1.1 Shared Frontend -As a current solution, if a user wants to deploy two DGDs for two different models, they can either deploy their DGDs in different namespace or use a shared frontend. An example of a shared frontend is shown [here](https://github.com/ai-dynamo/dynamo/tree/main/examples/basics/kubernetes/shared_frontend). It involves deploying a DGD for the frontend in the global namespace `dynamo` and then deploying two DGDs for the workers in different namespaces. +As a current solution, if a user wants to deploy two `DGD`s for two different models, they can either deploy their `DGD`s in different namespace or use a shared frontend. An example of a shared frontend is shown [here](https://github.com/ai-dynamo/dynamo/tree/main/examples/basics/kubernetes/shared_frontend). It involves deploying a `DGD` for the Frontend in the global namespace `dynamo` and then deploying two `DGD`s for the workers in different namespaces. -## Roll Out Scenarios +## 4.2 Rollout Scenario Failures -### Worker Version Upgrade +### 4.2.1 Worker Version Upgrade -_Assumes multiple worker replicas are deployed given Grove's default rolling upgrade strategy._ +*Assumes multiple worker replicas are deployed given Grove's default rolling upgrade strategy.* Has been tested but does not work as desired: - 1. User updates the vllm `disagg.yaml` to use a new image for the `VllmPrefillWorker` and `VllmDecodeWorker` services (or single worker service in aggregrated deployment). 2. User patches the DGD using a `kubectl apply -f` 3. The `Prefill` and `Decode` `PodClique`s will terminate an old `Prefill` and `Decode` `Pod` and create a new `Prefill` and `Decode` `Pod` concurrently. @@ -241,15 +221,13 @@ Has been tested but does not work as desired: 8. Grove will continue through the rolling update process for the `PodClique` until only new worker `Pod`s are running. #### Results: - - Some requests during rolling update error (not desired). **This is something that needs to be fixed at the runtime/framework component level.** -### Frontend Version Upgrade +### 4.2.2 Frontend Version Upgrade -_Assumes multiple frontend replicas are deployed given Grove's default rolling upgrade strategy._ +*Assumes multiple frontend replicas are deployed given Grove's default rolling upgrade strategy.* Has been tested and does work as desired: - 1. User updates the vllm `disagg.yaml` to use a new image for the `Frontend` service. 2. User patches the DGD using a `kubectl apply -f` 3. The Frontend `PodClique` will terminate an old Frontend `Pod` and create a new Frontend `Pod` concurrently. @@ -260,63 +238,57 @@ Has been tested and does work as desired: 8. Grove will continue through the rolling update process for the `PodClique` until only new Frontend Pods are running. #### Results: - - In-flight requests will be properly served (through graceful shutdown or request migration) - All requests during rolling update will be served successfully -### Different MDC Checksums - -In the scenario where a user would like to update the kv cache block size as an example, currently here is what happens: +### 4.2.3 Different MDC Checksums +In the scenario where a user would like to update the KV cache block size as an example, currently here is what happens: 1. User patches the DGD CRD using a `kubectl apply -f` 2. The Dynamo Operator will update the Grove `PodCliqueSet` `PodCliqueSetTemplateSpec`. 3. Grove Operator for each `PodClique` with updated template hash will perform a rolling update of the `PodClique`. Per `PodClique`: 4. A Worker `Pod` in the old set will be terminated concurrently with a Worker `Pod` in the new set being started. -5. The old Worker `Pod` receives a SIGTERM. The Worker process itself will gracefully shutdown by draining in-flight requests then cancelling the primary token which will remove the instance and MDC registration from the KvStore. The worker instance will then be removed from the `Client` instance list. -6. The new Worker `Pod` process will start up, in which it creates a KvStore lease and attempts to register the MDC. +5. The old Worker `Pod` receives a SIGTERM. The Worker process itself will gracefully shutdown by draining in-flight requests then cancelling the primary token which will remove the instance and MDC registration from the KvStore. The worker instance will then be removed from the `Client` instance list. +6. The new Worker `Pod` process will start up, in which it creates a KvStore lease and attempts to register the MDC. 7. At this point in time the Frontend will see that for Model A that an engine already exists but that the MDC checksum differs from the MDC of the new Worker Pod. The new worker MDC will be discarded, however the worker instance has the same `EndpointId` so it'll appear on the `Client` instance list. 8. The new Worker instance will start to receive traffic as it's registered on the `Client` instance list. -9. Grove will continue through the rolling update process for the `PodClique` until only new Worker Pods are running. +9. Grove will continue through the rolling update process for the `PodClique` until only new Worker Pods are running. 10. Despite the old Worker Pods being terminated, the `ModelManager` will have the MDC from the old Worker Pods because the `Client` instance list was never empty. This can result in unexpected behavior - for example a new worker can attempt to change the tokenizer config, but since the `ModelManager` engine is using the old MDC, the request preprocessing will still use the old tokenizer config. #### Results: - - New workers are using old MDC that can result in incorrect pre-processing behavior. -### Incompatible KV Cache Transfer Mechanisms +### 4.2.4 Incompatible KV Cache Transfer Mechanisms -_Assume initial processed request is first sent to Decode then from Decode to Prefill._ +*Assume initial processed request is first sent to Decode then from Decode to Prefill.* -Same as **Different MDC Checksum** from 1-5 +Same as [Different MDC Checksums during Roll Out](#different-mdc-checksums-during-roll-out) from 1-5 6. Now, the KV cache transfer configuration is changed which does not affect the MDC checksum. The new Worker Pod will be added to the `Client` instance list. 7. A decode instance from old Worker set will attempt to communicate with the new Prefill instance. 8. Because the KV cache transfer configuration is incompatible, the decode instance will not be able to communicate with the new Prefill instance, resulting in a communication failure and request error. #### Results: - - Some requests during rolling update error (not desired) -# Goals +# 5. Goals -- There is a clear supported path with desired behavior for the roll out scenarios outlined in the [Roll Out Scenarios](#roll-out-scenarios) section. -- The roll out strategies support for a **DGD** are consistent with other solution offerings similar to Dynamo and Dynamo's Kubernetes Deployment stack. -- The **Model Crosstalk** issue is resolved. +- There is a clear supported path with desired behavior for the rollout scenarios outlined in the [Rollout Scenarios](#rollout-scenarios) section. +- The rollout strategies support for a **DGD** are consistent with other solution offerings similar to Dynamo and Dynamo's Kubernetes Deployment stack. +- The [Model Crosstalk](#model-crosstalk) issue is resolved. - Advanced use cases like hierarchical planner, speculative decoding and LoRA support are supported. -# Proposal +# 6. Proposal -## Model Worker Group Isolation at DGD Level +## 6.1 Solution 1: Namespace Isolation Building on top of the [Dynamo namespaces based isolation DEP](https://github.com/ai-dynamo/enhancements/pull/28) from @biswapanda, here is what has been implemented so far to date: - -- Frontend namespace filtering as outlined in **Model Deployment Card** section above. -- Backend components receive `DYN_NAMESPACE` env var from Operator that is specified as the `dynamoNamespace` in the DGD service spec. However, because the `dynamoNamespace` field can be the same across multiple DGDs, you can still encounter the **Model Crosstalk** issue. +- Frontend namespace filtering as outlined in [Model Deployment Cards (MDC)](#model-deployment-cards-mdc) section above. +- Backend components receive `DYN_NAMESPACE` env var from Operator that is specified as the `dynamoNamespace` in the DGD service spec. However, because the `dynamoNamespace` field can be the same across multiple DGDs, you can still encounter the [Model Crosstalk](#model-crosstalk) issue. What has been left to be implemented is that the namespace be directly the DGD name instead of the `dynamoNamespace` field value required for each service. So currently: - ```yaml apiVersion: nvidia.com/v1alpha1 kind: DynamoGraphDeployment @@ -338,7 +310,6 @@ spec: In this example, the `VllmDecodeWorker` `EndpointId` would be `vllm-llama3-70b/backend/{endpoint}`, where `{endpoint}` would be dictated by the endpoint created by the component runtime itself. For example the `VllmDecodeWorker` `generate` endpoint would be `vllm-llama3-70b/backend/generate` and the `VllmDecodeWorker` `clear_kv_blocks` endpoint would be `vllm-llama3-70b/backend/clear_kv_blocks`. Using the DGD name as the namespace, we would have: - ```yaml apiVersion: nvidia.com/v1alpha1 kind: DynamoGraphDeployment @@ -355,22 +326,21 @@ spec: replicas: 1 ``` -In this case, the `VllmDecodeWorker` `EndpointId` would be `vllm-agg/backend/{endpoint}`. This eliminates the **Model Crosstalk** issue as each DGD now has a unique namespace and is one less required field for users to configure in DGD manifest. +In this case, the `VllmDecodeWorker` `EndpointId` would be `vllm-agg/backend/{endpoint}`. This eliminates the [Model Crosstalk](#model-crosstalk) issue as each DGD now has a unique namespace and is one less required field for users to configure in DGD manifest. -### Appending Worker Group Hash to Namespace +## 6.2 Solution 2: Worker Group Hashing -Using the DGD name as the namespace prevents the **Model Crosstalk** issue. However, it does not solve the **Incompatible KV Cache Transfer Mechanisms** issue where you have a set A and set B of model workers that cannot communicate with each other. +Using the DGD name as the namespace prevents the [Model Crosstalk](#model-crosstalk) issue. However, it does not solve the [Incompatible KV Cache Transfer Mechanisms during Roll Out](#incompatible-kv-cache-transfer-mechanisms-during-roll-out) issue where you have a set A and set B of model workers that cannot communicate with each other. -To solve this, we can introduce a hash appended to the namespace to indicate a set A and set B of model workers. For instance, workers for set A would have a namespace like `vllm-llama3-70b-a1b2c3d4` and workers for set B would have a namespace like `vllm-llama3-70b-e5f6g7h8`. This creates a clear isolation for the two sets of workers anad prevents them from communicating with each other. +To solve this, we can introduce a hash appended to the namespace to indicate a set A and set B of model workers. For instance, workers for set A would have a namespace like `vllm-llama3-70b-a1b2c3d4` and workers for set B would have a namespace like `vllm-llama3-70b-e5f6g7h8`. This creates a clear isolation for the two sets of workers and prevents them from communicating with each other. **Issue**: How do we calculate the hash to append to the namespace for a set of workers? - -- Hashing at the DGD spec level, every DGD update would require updating the namespace of the set of workers -> a roll out for all workers (not desirable). +- Hashing at the DGD spec level, every DGD update would require updating the namespace of the set of workers -> a rollout for all workers (not desirable). - Hashing at the component level, each DGD component would receive a different hash -> hash needs to be the same for sets of components. -#### Hash Solution 1: Introduce Worker Group to DGD +### 6.2.1 Hash Solution 1: Introduce Worker Group to DGD -Solution 1 introduces a new field to the DGD spec called `workerGroupName`. This enables a DGD author to group workers into different sets (namespace isolation). For example, if a user wishes to perform a canary roll out strategy for a disaggegrated deployment where they want to have 9 replicas for set A of prefill/decode workers and 1 replica for set B of prefill/decode workers, they could do so like this: +Solution 1 introduces a new field to the DGD spec called `workerGroupName`. This enables a DGD author to group workers into different sets (namespace isolation). For example, if a user wishes to perform a canary rollout strategy for a disaggregated deployment where they want to have 9 replicas for set A of prefill/decode workers and 1 replica for set B of prefill/decode workers, they could do so like this: ```yaml apiVersion: nvidia.com/v1alpha1 @@ -384,7 +354,7 @@ spec: replicas: 1 VllmDecodeWorker-A: - workerGroupName: A # ← Groups A decode + prefill + workerGroupName: A # ← Groups A decode + prefill componentType: worker subComponentType: decode replicas: 9 @@ -394,9 +364,9 @@ spec: args: - --model - Qwen/Qwen3-0.6B - + VllmPrefillWorker-A: - workerGroupName: A # ← Same group = same hash + workerGroupName: A # ← Same group = same hash componentType: worker subComponentType: prefill replicas: 9 @@ -407,10 +377,10 @@ spec: - --model - Qwen/Qwen3-0.6B - --is-prefill-worker - + # Worker Group B (1 replicas) VllmDecodeWorker-B: - workerGroupName: B # ← Groups B decode + prefill + workerGroupName: B # ← Groups B decode + prefill componentType: worker subComponentType: decode replicas: 1 @@ -420,9 +390,9 @@ spec: args: - --model - Qwen/Qwen3-0.6B - + VllmPrefillWorker-B: - workerGroupName: B # ← Same group = same hash + workerGroupName: B # ← Same group = same hash componentType: worker subComponentType: prefill replicas: 1 @@ -434,22 +404,18 @@ spec: - Qwen/Qwen3-0.6B - --is-prefill-worker ``` - - The Operator groups services with the same `workerGroupName` into a set and calculates a hash to append to the namespace. If no `workerGroupName` is defined, it's assumed to be a part of the `default` worker group. - The Frontend would load balance traffic between the two sets of workers based on the number of instances in each set. ##### Pros: - -- Easy to visualize the current state of the deployment like in the case of a canary roll out. -- Supports the [Hierachical Planner proposal](https://github.com/ai-dynamo/enhancements/pull/46/files?short_path=09e8f0f#diff-09e8f0f98b689bb0d0f4d26f6a32f85b27c554cb38341f40faab0ef1232442f4) where multiple models can be deployed in the same DGD - +- Easy to visualize the current state of the deployment like in the case of a canary rollout. +- Supports the [Hierarchical Planner proposal](https://github.com/ai-dynamo/enhancements/pull/46/files?short_path=09e8f0f#diff-09e8f0f98b689bb0d0f4d26f6a32f85b27c554cb38341f40faab0ef1232442f4) where multiple models can be deployed in the same DGD ##### Cons: - - Manifest becomes verbose when having multiple worker groups in the disaggregated deployment case. -#### Hash Solution 2: Introduce Controller Revision to DGD +### 6.2.2 Hash Solution 2: Introduce Controller Revision to DGD -Solution 2 leverages the [Kubernetes `ControllerRevision` resource](https://kubernetes.io/docs/reference/kubernetes-api/workload-resources/controller-revision-v1/) to store updates to the DGD spec. This is how `LeaderWorkerSet` can support canary roll out strategies where a [`partition` field](https://github.com/kubernetes-sigs/lws/blob/f01674b29576223329e35432c77d2b37a995b669/api/leaderworkerset/v1/leaderworkerset_types.go#L272) is used to determine the number of LWS replicas to update with updated template spec. Similar to the canary roll out scenario outlined in Solution 1, the user would have an initial DGD deployed like so: +Solution 2 leverages the [Kubernetes `ControllerRevision` resource](https://kubernetes.io/docs/reference/kubernetes-api/workload-resources/controller-revision-v1/) to store updates to the DGD spec. This is how `LeaderWorkerSet` can support canary rollout strategies where a [`partition` field](https://github.com/kubernetes-sigs/lws/blob/f01674b29576223329e35432c77d2b37a995b669/api/leaderworkerset/v1/leaderworkerset_types.go#L272) is used to determine the number of LWS replicas to update with updated template spec. Similar to the canary rollout scenario outlined in Solution 1, the user would have an initial DGD deployed like so: ```yaml apiVersion: nvidia.com/v1alpha1 @@ -472,7 +438,7 @@ spec: args: - --model - Qwen/Qwen3-0.6B - + VllmPrefillWorker: componentType: worker subComponentType: prefill @@ -486,7 +452,7 @@ spec: - --is-prefill-worker ``` -The user can then perform a canary roll out by updating their `VllmDecodeWorker` and `VllmPrefillWorker` spec and specifying a `partition` field to determine the number of replicas to update. +The user can then perform a canary rollout by updating their `VllmDecodeWorker` and `VllmPrefillWorker` spec and specifying a `partition` field to determine the number of replicas to update. ```yaml apiVersion: nvidia.com/v1alpha1 @@ -510,7 +476,7 @@ spec: args: - --model - Qwen/Qwen3-0.6B - + VllmPrefillWorker: componentType: worker subComponentType: prefill @@ -528,40 +494,21 @@ spec: Here, the partition indicates that only the 10th replica (0-indexed) is updated to image 0.7.0. The Dynamo Operator will create a `ControllerRevision` resource for every DGD update. So the initial revision `rev1` will be stored and used as the appended hash for the namespace `vllm-disagg-rev1`. The new revision `rev2` will be stored and used as the appended hash for the namespace `vllm-disagg-rev2`. ##### Pros: - -- Similar UX as LeaderWorkerSet roll out configuration -- Manifest is more concise compared to Solution 1 +- Similar UX as LeaderWorkerSet rollout configuration +- Manifest is more concise compared to Solution 1 - ControllerRevision provides a built in mechanism to rollback to a previous revision. ##### Cons: - -- Relies on the `ControllerRevision` resource to store updates to the DGD spec. +- Relies on the `ControllerRevision` resource to store updates to the DGD spec. - Does not enable deploying multiple models within the same DGD - required for Hierarchical Planner. -#### Suggested Hash Solution - -- Solution 1 as it can enable deploying multiple models within the same DGD (Hierachical Planner) and the explicit `workerGroupName` makes the worker grouping clear - -### Solves Issues - -- **Model Crosstalk** - since namespace is now the DGD name and DGD name is unique, model crosstalk will not occur. -- **Different MDC Checksum** - in a RollingUpdate scenario or with a canary roll out using worker groups, set A and set B will have hashes appended to isolate them. This assumes the Core Dynamo Lib can be updated to support multiple `Client`s per model engine and load balance traffic across. -- **Incompatible KV Cach Transfer** - similar to **Different MDC Checksum**, set A and set B will have different namespaces, so communication between set A and set B will not occur. - -### Adds Functionality - -- If using `workerGroupName` solution, a DGD can support the Hierarchical Planner proposal where multiple configurations of the same model can be deployed in the same DGD (do note that the SLO routing logic is not specified - would need to be solved). -- Adds support for a canary roll out strategy where a user can deploy X% of new model workers within a DGD and monitor SLOs for the new workers before gradually scaling down old set/scaling up new set. -- Does not **prohibit**: - - The `Shared Frontend` pattern - - A `Blue/Green` roll out strategy can still be performed at a layer above the DGD using traditional k8s tooling (Ingress traffic splitting, etc.) - -## Additions to Grove's Default Rolling Update Strategy +### 6.2.3 Suggested Hash Solution +- Solution 1 as it can enable deploying multiple models within the same DGD (Hierarchical Planner) and the explicit `workerGroupName` makes the worker grouping clear +## 6.3: Enhanced RollingUpdate Controls To give the user more fine-grained control over Grove's default rolling update strategy and to support similar semantics to `Deployment`, `StatefulSet` and `LeaderWorkerSet`, we propose adding: - -- `maxUnavailable` field for `PC` and `PCSG` to specify the maximum number of replicas that can be unavailable during the update. This controls the speed of the roll out (you can delete/recreate `maxUnavailable` replicas at a time). The default would be 1 (current behavior). Note that there is already a `minAvailable` field for `PC` and `PCSG` which is used for gang scheduling/termination semantics - 1) min number of replicas that are guaranteed to be scheduled together and 2) if the number of available replicas is less then `minAvailable`, then after `terminationDelay` period, the gang will be terminated. -- `maxSurge` field for `PC` and `PCSG` to specify the maximum number of replicas that can be created above the desired number of replicas. This can enable more availability during the roll out process (can have replica 1 but have maxSurge of 1, maxUnavailable of 0 - ensures that the new replica is ready before the old replica is terminated). +- `maxUnavailable` field for `PC` and `PCSG` to specify the maximum number of replicas that can be unavailable during the update. This controls the speed of the rollout (you can delete/recreate `maxUnavailable` replicas at a time). The default would be 1 (current behavior). Note that there is already a `minAvailable` field for `PC` and `PCSG` which is used for gang scheduling/termination semantics - 1) min number of replicas that are guaranteed to be scheduled together and 2) if the number of available replicas is less then `minAvailable`, then after `terminationDelay` period, the gang will be terminated. +- `maxSurge` field for `PC` and `PCSG` to specify the maximum number of replicas that can be created above the desired number of replicas. This can enable more availability during the rollout process (can have replica 1 but have maxSurge of 1, maxUnavailable of 0 - ensures that the new replica is ready before the old replica is terminated). - However, supporting `maxSurge` becomes a lot more tricky because the surge replica indices would be > desired replicas. It also creates issues with the gang scheduling/termination semantics. Does a surge replica count towards `minAvailable`? This also can consume a lot of resources if done at the PCSG level where you are scheduling multiple PCs at a time. Support for both `maxUnavailable` and `maxSurge` could look like the following for a `DGD`: @@ -585,7 +532,7 @@ spec: VllmDecodeWorker: componentType: worker subComponentType: decode - replicas: 4 # will delete/recreate 2 replicas at a time + replicas: 4 # will delete/recreate 2 replicas at a time rollingUpdate: maxUnavailable: 2 resources: @@ -596,9 +543,9 @@ spec: image: nvcr.io/nvidia/ai-dynamo/vllm-runtime:my-tag workingDir: /workspace/components/backends/vllm command: - - python3 - - -m - - dynamo.vllm + - python3 + - -m + - dynamo.vllm args: - --model - Qwen/Qwen3-0.6B @@ -614,18 +561,33 @@ spec: image: nvcr.io/nvidia/ai-dynamo/vllm-runtime:my-tag workingDir: /workspace/components/backends/vllm command: - - python3 - - -m - - dynamo.vllm + - python3 + - -m + - dynamo.vllm args: - --model - Qwen/Qwen3-0.6B - --is-prefill-worker ``` -_Note that the `maxUnavailable` and `maxSurge` field is supported at the `DGD` service spec level since the Frontend will be a standalone `PC` and the Prefill/Decode workers will be a `PC` for single-node case or multiple `PC`s managed by a `PCSG` in the multi-node case._ +*Note that the `maxUnavailable` and `maxSurge` field is supported at the `DGD` service spec level since the Frontend will be a standalone `PC` and the Prefill/Decode workers will be a `PC` for single-node case or multiple `PC`s managed by a `PCSG` in the multi-node case.* + +## 6.4 Summary of Solutions + +### Solves Issues +- [Model Crosstalk](#model-crosstalk) - since namespace is now the DGD name and DGD name is unique, model crosstalk will not occur. +- [Different MDC Checksums during Rollout](#different-mdc-checksums-during-rollout) - in a RollingUpdate scenario or with a canary rollout using worker groups, set A and set B will have hashes appended to isolate them. This assumes the Core Dynamo Lib can be updated to support multiple `Client`s per model engine and load balance traffic across. +- [Incompatible KV Cache Transfer Mechanisms during Rollout](#incompatible-kv-cache-transfer-mechanisms-during-rollout) - similar to [Different MDC Checksums during Rollout](#different-mdc-checksums-during-rollout), set A and set B will have different namespaces, so communication between set A and set B will not occur. + +### Adds Functionality +- If using `workerGroupName` solution, a DGD can support the Hierarchical Planner proposal where multiple configurations of the same model can be deployed in the same DGD (do note that the SLO routing logic is not specified - would need to be solved). +- Adds support for a canary rollout strategy where a user can deploy X% of new model workers within a DGD and monitor SLOs for the new workers before gradually scaling down old set/scaling up new set. +- Does not **prohibit**: + - The `Shared Frontend` pattern + - A `Blue/Green` rollout strategy can still be performed at a layer above the DGD using traditional k8s tooling (Ingress traffic splitting, etc.) -# Guidance on a Single Model vs. Multiple Models per DGD +# 7. Design Considerations +## 7.1 Signle vs. Multiple Models per DGD The proposed solution would allow for both. You can have **llama3.1-70B** and **Qwen3-0.6B** deployed within the same DGD like so: @@ -654,9 +616,9 @@ spec: image: nvcr.io/nvidia/ai-dynamo/vllm-runtime:my-tag workingDir: /workspace/components/backends/vllm command: - - python3 - - -m - - dynamo.vllm + - python3 + - -m + - dynamo.vllm args: - --model - Qwen/Qwen3-0.6B @@ -672,9 +634,9 @@ spec: image: nvcr.io/nvidia/ai-dynamo/vllm-runtime:my-tag workingDir: /workspace/components/backends/vllm command: - - python3 - - -m - - dynamo.vllm + - python3 + - -m + - dynamo.vllm args: - --model - llama/Llama3.1-70B @@ -683,99 +645,82 @@ spec: This would work. You can also have a separate DGD for each model. This also applies to having the same model with different configurations deployed in the same DGD (new roll out or hierarchical planner). ### Single Model per DGD - **Pros**: - - Clearer separation of concerns. DGD == a singular model. - Lifecycle of the single Model being served is tied to the lifecyle of the DGD. - Higher level Gateway/Ingress routing is simple - singular DGD Service is tied to a single model. No need for dynamic discovery of what models are being served. **Cons**: - -- Deploying a Frontend per Model. (This can be cirumvented with the shared frontend pattern) +- Deploying a Frontend per Model. (This can be circumvented with the shared frontend pattern) ### Multiple Models per DGD - **Pros**: - -- More flexibility for advanced use cases - speculative decoding with a draft model, hierarchical planner, etc. +- More flexibility for advanced use cases - speculative decoding with a draft model, hierarchical planner, etc. **Cons**: - - Lifecycle of multiple models is tied to the lifecycle of the DGD - Gang scheduling/termination semantics are at the level of a DGD - More complex Gateway/Ingress routing - a DGD Service can be serving multiple models. -# Implementation Details +# 8. Implementation Details **TODO: update with Grove/Dynamo additional rolling update configuration support** ### DGD/Operator Updates - - Remove `dynamoNamespace` field from DGD service spec and inject DGD name as `DYN_NAMESPACE` env var. -- If Solution 1 is chosen, add a new field to the DGD service spec called `workerGroupName` with logic in operator to generate hashes per worker group and append to `DYN_NAMESPACE` env var. +- If Solution 1 is chosen, add a new field to the DGD service spec called `workerGroupName` with logic in operator to generate hashes per worker group and append to `DYN_NAMESPACE` env var. - If Solution 2 is chosen, add a new field to the DGD service spec called `partition` with logic in operator to create a `ControllerRevision` resource for every DGD update and inject `DYN_NAMESPACE` env var with the correct revision hash. ### Core Dynamo Lib Updates - - `ModelWatcher.watch` can now filter based on namespace prefix match instead of exact match (e.g. frontend matching for `vllm-agg-*` where `vllm-agg-a1b2c3d4` and `vllm-agg-e5f6g7h8` are the two worker groups). - `ModelManager` updated to support multiple `Client`s per model engine. Allow `PushRouter` to load balance traffic between multiple sets of workers. Round-robin and random case seem simple (each Client will have an instance count) but KV-Router case is more complex. Do we do weighted selection of worker group and then worker selection based on kv instance radix tree? -# Implementation Phases - +# 9. Implementation Phases **TODO** -# Alternative Solutions +# 10. Alternative Solutions -## DGD Updates are Not Supported +## 10.1 DGD Updates are Not Supported -In this case, the DGD operator would not support updating the DGD spec once deployed. This means that in order for the user to perform any roll out, they would need to deploy another DGD and leverage a higher level Gateway/Ingress routing to load balance traffic between the two DGDs during the roll out process. +In this case, the DGD operator would not support updating the DGD spec once deployed. This means that in order for the user to perform any rollout, they would need to deploy another DGD and leverage a higher level Gateway/Ingress routing to load balance traffic between the two DGDs during the rollout process. **Pros**: - - Keeps the Dynamo Core Lib logic simple and focused on serving a single Model/MDC - Work to make DGD immutable is simple. No other work would be needed **Cons**: - -- Requires the user to develop/find their own solution for performing roll outs -- Not consistent with roll out strategies supported by alternative solutions +- Requires the user to develop/find their own solution for performing rollouts +- Not consistent with rollout strategies supported by alternative solutions - Two DGDs == two units of gang scheduling/termination and topology awareness -## Only Enable Version Updates for DGD Spec +## 10.2 Only Enable Version Updates for DGD Spec -In this case, we would limit the subset of things a user can update on the DGD spec to only be the image tag of the service. This would enable a `RollingUpdate` strategy in the scenario of **Worker Version Update** and **Frontend Version Update**. +In this case, we would limit the subset of things a user can update on the DGD spec to only be the image tag of the service. This would enable a `RollingUpdate` strategy in the scenario of [Update Dynamo Worker Version](#update-dynamo-worker-version) and [Update Frontend Worker Version](#update-frontend-worker-version). **Pros**: - -- Enables in-place roll out strategy for **Worker Version Update** and **Frontend Version Update** -- **Frontend Version Update** is currently supported, **Worker Version Update** would require work to ensure requests during roll out do not error. +- Enables in-place rollout strategy for [Update Dynamo Worker Version](#update-dynamo-worker-version) and [Update Frontend Worker Version](#update-frontend-worker-version) +- [Update Frontend Worker Version](#update-frontend-worker-version) is currently supported, [Update Dynamo Worker Version](#update-dynamo-worker-version) would require work to ensure requests during rollout do not error. - Still keeps the Dynamo Core Lib logic simple and focused on serving a single Model/MDC **Cons**: - -- In the case of **Incompatible KV Cache Transfer Mechanisms** or **Different MDC Checksums**, the user would need to perform a roll out at a higher level than Dynamo DGD (blue/green with Ingress traffic splitting) +- In the case of [Incompatible KV Cache Transfer Mechanisms during Rollout](#incompatible-kv-cache-transfer-mechanisms-during-rollout) or [Different MDC Checksums during Rollout](#different-mdc-checksums-during-rollout), the user would need to perform a rollout at a higher level than Dynamo DGD (blue/green with Ingress traffic splitting) - Two DGDs == two units of gang scheduling/termination and topology awareness -## Enable Multiple MDCs per Model (No Support for Worker Group Isolation) +## 10.3 Enable Multiple MDCs per Model (No Support for Worker Group Isolation) -In this case, a user can make any update to the DGD spec in order to perform a roll out. The Dynamo Core Lib would be updated to support multiple MDCs per model engine. This would solve for **Worker Version Update**, **Frontend Version Update** and **Different MDC Checksums**. +In this case, a user can make any update to the DGD spec in order to perform a rollout. The Dynamo Core Lib would be updated to support multiple MDCs per model engine. This would solve for [Update Dynamo Worker Version](#update-dynamo-worker-version), [Update Frontend Worker Version](#update-frontend-worker-version) and [Different MDC Checksums during Rollout](#different-mdc-checksums-during-rollout). -However, this would not solve for **Incompatible KV Cache Transfer Mechanisms** as their is no worker group isolation (all workers new/old in the same namespace). Also, it is not clear to the user what would make KV cache transfer incompatible. +However, this would not solve for [Incompatible KV Cache Transfer Mechanisms during Rollout](#incompatible-kv-cache-transfer-mechanisms-during-rollout) as their is no worker group isolation (all workers new/old in the same namespace). Also, it is not clear to the user what would make KV cache transfer incompatible. **Pros**: - -- Enables in-place roll out strategy for **Worker Version Update**, **Frontend Version Update** and **Different MDC Checksums** +- Enables in-place rollout strategy for [Update Dynamo Worker Version](#update-dynamo-worker-version), [Update Frontend Worker Version](#update-frontend-worker-version) and [Different MDC Checksums during Rollout](#different-mdc-checksums-during-rollout) **Cons**: - - Makes the Dynamo Core Lib more complex as it needs to support multiple MDCs per model engine. -- Does not solve for **Incompatible KV Cache Transfer Mechanisms** case +- Does not solve for [Incompatible KV Cache Transfer Mechanisms during Rollout](#incompatible-kv-cache-transfer-mechanisms-during-rollout) case -**TODOS**: -- Following DEP format -- Ensuring consistent terminology +**TODOS**: - Ensuring that the proposal has a clear flow -> this is the neccessary background -> these are the current issues/feature gaps -> these are the proposed solutions and how they address the issues/feature gaps -> these are the alternatives that were considered. - Fixing any grammatical/spelling errors - Add diagrams for sections @@ -783,4 +728,4 @@ However, this would not solve for **Incompatible KV Cache Transfer Mechanisms** - LORA support? - Issues should be clear and clear how proposed solution(s) addresses them -- Follow DEP outline structure: +- Follow DEP outline structure: \ No newline at end of file From 9564997b5372eccc4d0ba33133a1d136f4cdbaef Mon Sep 17 00:00:00 2001 From: tmontfort Date: Tue, 28 Oct 2025 14:14:00 -0700 Subject: [PATCH 09/11] updates --- .../NNNN-roll-out-strategy.md | 235 +++++++++++------- 1 file changed, 147 insertions(+), 88 deletions(-) diff --git a/deps/NNNN-roll-out-strategy/NNNN-roll-out-strategy.md b/deps/NNNN-roll-out-strategy/NNNN-roll-out-strategy.md index 4fe4c4a7..4960db29 100644 --- a/deps/NNNN-roll-out-strategy/NNNN-roll-out-strategy.md +++ b/deps/NNNN-roll-out-strategy/NNNN-roll-out-strategy.md @@ -1,10 +1,10 @@ # Rollout Support for DynamoGraphDeployments (DGDs) -**Status**: Under Review +**Status**: Under Review -**Authors**: Thomas Montfort +**Authors**: Thomas Montfort -**Category**: Architecture +**Category**: Architecture **Required Reviewers**: Biswa Panda, Neelay Shah, Graham King, Maksim Khadkevich, Julien Mancuso @@ -17,8 +17,9 @@ # 1. Summary This enhancement proposal is meant to address two things: -1. Building on @biswapanda [Dynamo namespaces based isolation DEP](https://github.com/ai-dynamo/enhancements/pull/28) to propose a model worker group isolation mechanism within a `DynamoGraphDeployment` (`DGD`). -2. Proposing enhancements to Dynamo/Grove's rollout scenario/strategy support for `DGD`s. + +1. Address current issues faced with Dynamo Rollout scenarios. +2. Propose enhancements to DGD and Dynamo/Grove Rollout strategy to support additional rollout strategies/configuration . # 2. Background @@ -26,11 +27,13 @@ This enhancement proposal is meant to address two things: ### 2.1.1 Model Deployment Cards (MDC) -In Dynamo, each model is represented by a [`MDC`](https://github.com/ai-dynamo/dynamo/blob/0028cdf43dd583356139669f33aecbb743fd13be/lib/llm/src/model_card.rs#L165). The `MDC` comprises of the model name (display name), tokenizer config, context length, model input/type specification, among other fields that defines the model inference behavior. +**TODO: make section more concise** + +In Dynamo, each model is represented by a [`MDC`](https://github.com/ai-dynamo/dynamo/blob/0028cdf43dd583356139669f33aecbb743fd13be/lib/llm/src/model_card.rs#L165). The `MDC` comprises of the model name (display name), tokenizer config, context length, model input/type specification, among other fields that defines the model inference behavior. -When a model worker starts up, it publishes its MDC to the KvStore with the key `v1/mdc/{namespace}.{component}.{endpoint}/{instance_id}`. +When a model worker starts up, it publishes its MDC to the KvStore with the key `v1/mdc/{namespace}.{component}.{endpoint}/{instance_id}`. -The Frontend has a `ModelWatcher` that watches the KvStore PUT events for keys with the prefix `v1/mdc`. +The Frontend has a `ModelWatcher` that watches the KvStore PUT events for keys with the prefix `v1/mdc`. The `ModelWatcher.watch` method first determines if the [Frontend should process the MDC or discard it](https://github.com/ai-dynamo/dynamo/blob/6deeecb1d6a9f4eb1770b4272bfa85a4b6226e0a/lib/llm/src/discovery/watcher.rs#L138). If the Frontend is deployed in the global namespace (`dynamo`), then all MDCs observed will be processed. If the Frontend is deployed in a non-global namespace, then only MDCs with keys that match the namespace will be processed (`v1/mdc/{namespace}.*`) @@ -44,11 +47,12 @@ A `DynamoGraphDeployment` (`DGD`), is the Dynamo Kubernetes CRD for deploying a The CRD spec contains a list of services which define the components that make up an inference graph. For instance, in the [vllm `disagg.yaml` file](https://github.com/ai-dynamo/dynamo/blob/main/components/backends/vllm/deploy/disagg.yaml), the services are: `Frontend`, `VllmDecodeWorker`, and `VllmPrefillWorker`. Each component has a field `dynamoNamespace` which defines the `namespace` the component will be logically grouped in. The `component` and `endpoint` parts of the worker `EndpointId` are not derived from the `DGD` but rather statically defined within the backend component itself. For instance, the `VllmDecodeWorker` component `EndpointId` has `component` part `backend` and `endpoint` part `generate`. `VllmPrefillWorker` component `EndpointId` has `component` part `prefill` and `endpoint` part `generate`. -## 2.2 Rollout Strategies in Kubernetes AI Model Deployment Ecosystem +## 2.2 Rollout Strategies in K8s AI Model Deployment Ecosystem ### 2.2.1 Deployments The core Kubernetes `Deployment` resource has [two strategies for rolling out updates:](https://kubernetes.io/docs/concepts/workloads/controllers/deployment/#strategy) `RollingUpdate` and `Recreate`. + - `RollingUpdate` is the default strategy where Pods are updated by gradually scaling down the old `ReplicaSet` and scaling up the new `ReplicaSet`. - Optional field `maxUnavailable` specifies the maximum number of Pods that can be unavailable during the update. - Optional field `maxSurge` specifies the maximum number of Pods that can be created above the desired number of Pods. @@ -57,21 +61,23 @@ The core Kubernetes `Deployment` resource has [two strategies for rolling out up ### 2.2.2 StatefulSets The core [Kubernetes `StatefulSet` resource](https://kubernetes.io/docs/reference/kubernetes-api/workload-resources/stateful-set-v1/) has two `updateStrategy` options: `RollingUpdate` and `OnDelete`. + - `RollingUpdate` is the default strategy where Pods are updated in sequence (highest index -> lowest index) one Pod at a time. - Optional field `maxUnavailable` specifies the maximum number of Pods that can be unavailable during the update (default is 1). - Optional field `partition` indicates the ordinal at which the StatefulSet should be paritioned for updates (default is 0 - all Pods are updated). - `OnDelete` is the legacy behavior where Pods are only updated when they are manually deleted. -*Note that there is no `maxSurge` for `RollingUpdate` strategy as stable Pod identity (index) is important for exclusive PVCs and deterministic startup/shutdown ordering* +_Note that there is no `maxSurge` for `RollingUpdate` strategy as stable Pod identity (index) is important for exclusive PVCs and deterministic startup/shutdown ordering_ ### 2.2.3 LeaderWorkerSet The `LeaderWorkerSet` resource has a single [`RolloutStrategy` `RollingUpdate`](https://github.com/kubernetes-sigs/lws/blob/main/api/leaderworkerset/v1/leaderworkerset_types.go) + - Optional field `partition` behaves the same as StatefulSet `RollingUpdate` `partition` field. - Optional field `maxUnavailable` behaves the same as StatefulSet `RollingUpdate` `maxUnavailable` field. - Optional field `maxSurge` behaves the same as Deployment `RollingUpdate` `maxSurge` field. -*Note that LWS does support `maxSurge`. Example of how it works [here](https://lws.sigs.k8s.io/docs/concepts/rollout-strategy/)* +_Note that LWS does support `maxSurge`. Example of how it works [here](https://lws.sigs.k8s.io/docs/concepts/rollout-strategy/)_ ### 2.2.4 Gateway API Inference Extension @@ -79,15 +85,17 @@ The Gateway API Inference Extension (GAIE) does not control the `Model Server` i Since GAIE is just a Gateway that is routing between `InferencePool`s (`Model Server` grouping for a single model), they [expect the user to create another `Model Server` Deployment themselves and use an `HTTPRoute` to split traffic between the new and old `InferencePool`](https://gateway-api-inference-extension.sigs.k8s.io/guides/inferencepool-rollout/). This enables canary or blue/green rollout strategies but the way the `Model Server` is rolled out for updates is on the user. -*Note that llm-d uses GAIE and Deployment (single-node) and LeaderWorkerSet (multi-node) for model serving so it inherits both of their rollout strategies.* +_Note that llm-d uses GAIE and Deployment (single-node) and LeaderWorkerSet (multi-node) for model serving so it inherits both of their rollout strategies._ + ### 2.2.5 CentML Platform The CentML Platform leverages [`Argo Rollouts`](https://argo-rollouts.readthedocs.io/en/stable/) to enable an [automated canary rollout strategy](https://github.com/CentML/platform/blob/main/catalog/src/catalog/inference_deployment_v3/templates/rollout.yaml). Argo Rollouts are designed to be a drop in replacement of `Deployment` where the PodSpec is the same but the `.spec.strategy` has more powerful capabilities. + - An example is a canary style rollout where you can define an [`Analysis`](https://argo-rollouts.readthedocs.io/en/stable/features/analysis/) that can query custom metrics and define success/failure conditions, the step size, traffic weighting and rollout speed -*Future inspiration for how a user can perform a canary rollout that monitors SLOs (TTFT, ITL) of new set of workers during rollout.* +_Future inspiration for how a user can perform a canary rollout that monitors SLOs (TTFT, ITL) of new set of workers during rollout._ ### 2.2.6 AIBrix @@ -105,7 +113,7 @@ The Dynamo Kubernetes Operator leverages the [Grove API](https://github.com/ai-d [Single-Node Deployment Grove Example](./dynamo-grove-single-node.png) -In Grove, when a rolling update is performed, the `PodCliqueSet` controller will perform the update one `PCS` replica at time. Currently, a `DGD` only creates a single `PCS` replica. Within the `PCS` replica, there is a `PodClique` (`PC`) for each service in the `DGD` - in the example above one for the Frontend, one for the Decode worker and one for the Prefill worker. +In Grove, when a rolling update is performed, the `PodCliqueSet` controller will perform the update one `PCS` replica at time. Currently, a `DGD` only creates a single `PCS` replica. Within the `PCS` replica, there is a `PodClique` (`PC`) for each service in the `DGD` - in the example above one for the Frontend, one for the Decode worker and one for the Prefill worker. For each `PC` concurrently, the `PC` controller will handle one Pod at a time, concurrently deleting an old Pod replica and creating a new Pod replica. The controller will wait for the new Pod replica to be Ready and then proceed to the next replica. @@ -117,9 +125,10 @@ Because the `PC` controller is recreating each Pod index, to ensure uptime for a For the Multi-Node case, there will be a `PodCliqueScalingGroup` (`PCSG`) for each set of workers - in the example above one for the Decode workers and one for the Prefill workers. When a `PC` is managed by a `PCSG`, the `PCSG` controller is responsible for performing the rolling update instead of the `PC` controller (different than single-node case). -The `PCSG` controller updates `PCSG` replicas one at a time in ascending ordinal order (0 -> 1 -> 2 -> ...). Within a `PCSG` replica, all `PC`s are deleted and recreated concurrently. Having multiple `PCSG` replicas ensures availability for the set of workers. +The `PCSG` controller updates `PCSG` replicas one at a time in ascending ordinal order (0 -> 1 -> 2 -> ...). Within a `PCSG` replica, all `PC`s are deleted and recreated concurrently. Having multiple `PCSG` replicas ensures availability for the set of workers. **Notes**: + - This is the default rolling update strategy for Grove. There currently is no way to configure the rolling update strategy for a `PCSG` for things like `maxSurge`, `maxUnavailable`. Discussion [here](https://github.com/ai-dynamo/grove/issues/212) on supporting additional rolling update strategies. - Grove's rollout strategy would be the same as `Deployment` `RollingUpdate` where `maxSurge` is 0 and `maxUnavailable` is 1. @@ -127,7 +136,8 @@ The `PCSG` controller updates `PCSG` replicas one at a time in ascending ordinal ## 3.1 Update Dynamo Worker Version -### Use Cases +### Use Cases + - Bug/vulnerability fix in newer version of Dynamo framework runtime - New feature in the Dynamo framework runtime that the user wants to leverage - Performance improvement in newer version of Dynamo framework runtime @@ -142,6 +152,7 @@ An example of a how a user would update the Dynamo framework runtime version fro 3. User applies the updated `DGD` manifest. ### Expected Behavior + - In-flight requests will be properly served (through graceful shutdown or request migration) - Complete uptime of the model inference deployment is maintained @@ -156,6 +167,7 @@ As explained in the `MDC` section above, the `MDC` is published from the model w For any of the following use cases listed below, a user would want to update their model deployment via their `DGD` manifest. ### Use Cases + - Update model revision - Update model weight configuration such as quantization - Update model context length @@ -173,12 +185,13 @@ An example of a how a user would update the vllm `disagg.yaml` in a `DGD` manife 4. The new Worker Pods will publish the new MDC with the updated `block_size` configuration, resulting in a different MDC checksum than the old Workers. ### Expected Behavior + - In-flight requests will be properly served (through graceful shutdown or request migration) - Complete uptime of the model inference deployment is maintained -## 3.4 Incompatible KV Cache Transfer Mechanisms during Rollout +## 3.4 Incompatible KV Cache Transfer during Rollout -Another scenario a user might encounter is with a disaggregated deployment where the user wants to update their prefill/decode worker configurations that result in an incompatible KV cache transfer mechanism. For instance, the user might want to switch from NIXL to LMCache. It's important to note that KV cache transfer configuration is not tracked as a part of the MDC checksum. +Another scenario a user might encounter is with a disaggregated deployment where the user wants to update their prefill/decode worker configurations that results in incompatible KV cache transfer between new/old sets of workers. For instance, the user might want to switch from NIXL to LMCache. _It's important to note that KV cache transfer configuration is not tracked as a part of the MDC checksum._ ### Example @@ -190,10 +203,10 @@ An example of a how a user would update the vllm `disagg.yaml` `DGD` manifest to 4. The new Worker Pods will use the LMCache connector, while the old Worker Pods will continue to use the NIXL connector. ### Expected Behavior + - In-flight requests will be properly served (through graceful shutdown or request migration) - Complete uptime of the model inference deployment is maintained - # 4. Motivation / Current Limitations ## 4.1 Model Crosstalk @@ -208,9 +221,10 @@ As a current solution, if a user wants to deploy two `DGD`s for two different mo ### 4.2.1 Worker Version Upgrade -*Assumes multiple worker replicas are deployed given Grove's default rolling upgrade strategy.* +_Assumes multiple worker replicas are deployed given Grove's default rolling upgrade strategy._ Has been tested but does not work as desired: + 1. User updates the vllm `disagg.yaml` to use a new image for the `VllmPrefillWorker` and `VllmDecodeWorker` services (or single worker service in aggregrated deployment). 2. User patches the DGD using a `kubectl apply -f` 3. The `Prefill` and `Decode` `PodClique`s will terminate an old `Prefill` and `Decode` `Pod` and create a new `Prefill` and `Decode` `Pod` concurrently. @@ -221,13 +235,15 @@ Has been tested but does not work as desired: 8. Grove will continue through the rolling update process for the `PodClique` until only new worker `Pod`s are running. #### Results: -- Some requests during rolling update error (not desired). **This is something that needs to be fixed at the runtime/framework component level.** + +- **FAILED**: Some requests during rolling update error (not desired). **This is something that needs to be fixed at the runtime/framework component level.** ### 4.2.2 Frontend Version Upgrade -*Assumes multiple frontend replicas are deployed given Grove's default rolling upgrade strategy.* +_Assumes multiple frontend replicas are deployed given Grove's default rolling upgrade strategy._ Has been tested and does work as desired: + 1. User updates the vllm `disagg.yaml` to use a new image for the `Frontend` service. 2. User patches the DGD using a `kubectl apply -f` 3. The Frontend `PodClique` will terminate an old Frontend `Pod` and create a new Frontend `Pod` concurrently. @@ -238,29 +254,32 @@ Has been tested and does work as desired: 8. Grove will continue through the rolling update process for the `PodClique` until only new Frontend Pods are running. #### Results: -- In-flight requests will be properly served (through graceful shutdown or request migration) -- All requests during rolling update will be served successfully + +- **SUCCESS**: In-flight requests will be properly served (through graceful shutdown or request migration) +- **SUCCESS**: All requests during rolling update will be served successfully ### 4.2.3 Different MDC Checksums In the scenario where a user would like to update the KV cache block size as an example, currently here is what happens: + 1. User patches the DGD CRD using a `kubectl apply -f` 2. The Dynamo Operator will update the Grove `PodCliqueSet` `PodCliqueSetTemplateSpec`. 3. Grove Operator for each `PodClique` with updated template hash will perform a rolling update of the `PodClique`. Per `PodClique`: 4. A Worker `Pod` in the old set will be terminated concurrently with a Worker `Pod` in the new set being started. -5. The old Worker `Pod` receives a SIGTERM. The Worker process itself will gracefully shutdown by draining in-flight requests then cancelling the primary token which will remove the instance and MDC registration from the KvStore. The worker instance will then be removed from the `Client` instance list. -6. The new Worker `Pod` process will start up, in which it creates a KvStore lease and attempts to register the MDC. +5. The old Worker `Pod` receives a SIGTERM. The Worker process itself will gracefully shutdown by draining in-flight requests then cancelling the primary token which will remove the instance and MDC registration from the KvStore. The worker instance will then be removed from the `Client` instance list. +6. The new Worker `Pod` process will start up, in which it creates a KvStore lease and attempts to register the MDC. 7. At this point in time the Frontend will see that for Model A that an engine already exists but that the MDC checksum differs from the MDC of the new Worker Pod. The new worker MDC will be discarded, however the worker instance has the same `EndpointId` so it'll appear on the `Client` instance list. 8. The new Worker instance will start to receive traffic as it's registered on the `Client` instance list. -9. Grove will continue through the rolling update process for the `PodClique` until only new Worker Pods are running. +9. Grove will continue through the rolling update process for the `PodClique` until only new Worker Pods are running. 10. Despite the old Worker Pods being terminated, the `ModelManager` will have the MDC from the old Worker Pods because the `Client` instance list was never empty. This can result in unexpected behavior - for example a new worker can attempt to change the tokenizer config, but since the `ModelManager` engine is using the old MDC, the request preprocessing will still use the old tokenizer config. #### Results: -- New workers are using old MDC that can result in incorrect pre-processing behavior. -### 4.2.4 Incompatible KV Cache Transfer Mechanisms +- **FAILED**: New workers are using old MDC that can result in incorrect pre-processing behavior. -*Assume initial processed request is first sent to Decode then from Decode to Prefill.* +### 4.2.4 Incompatible KV Cache Transfer + +_Assume initial processed request is first sent to Decode then from Decode to Prefill._ Same as [Different MDC Checksums during Roll Out](#different-mdc-checksums-during-roll-out) from 1-5 @@ -269,11 +288,12 @@ Same as [Different MDC Checksums during Roll Out](#different-mdc-checksums-durin 8. Because the KV cache transfer configuration is incompatible, the decode instance will not be able to communicate with the new Prefill instance, resulting in a communication failure and request error. #### Results: -- Some requests during rolling update error (not desired) + +- **FAILED**: Some requests during rolling update error (not desired) # 5. Goals -- There is a clear supported path with desired behavior for the rollout scenarios outlined in the [Rollout Scenarios](#rollout-scenarios) section. +- The outlined rollout scenarios in [Rollout Scenarios](#rollout-scenarios) section are supported with the desired behavior. - The rollout strategies support for a **DGD** are consistent with other solution offerings similar to Dynamo and Dynamo's Kubernetes Deployment stack. - The [Model Crosstalk](#model-crosstalk) issue is resolved. - Advanced use cases like hierarchical planner, speculative decoding and LoRA support are supported. @@ -283,12 +303,14 @@ Same as [Different MDC Checksums during Roll Out](#different-mdc-checksums-durin ## 6.1 Solution 1: Namespace Isolation Building on top of the [Dynamo namespaces based isolation DEP](https://github.com/ai-dynamo/enhancements/pull/28) from @biswapanda, here is what has been implemented so far to date: + - Frontend namespace filtering as outlined in [Model Deployment Cards (MDC)](#model-deployment-cards-mdc) section above. - Backend components receive `DYN_NAMESPACE` env var from Operator that is specified as the `dynamoNamespace` in the DGD service spec. However, because the `dynamoNamespace` field can be the same across multiple DGDs, you can still encounter the [Model Crosstalk](#model-crosstalk) issue. What has been left to be implemented is that the namespace be directly the DGD name instead of the `dynamoNamespace` field value required for each service. So currently: + ```yaml apiVersion: nvidia.com/v1alpha1 kind: DynamoGraphDeployment @@ -310,6 +332,7 @@ spec: In this example, the `VllmDecodeWorker` `EndpointId` would be `vllm-llama3-70b/backend/{endpoint}`, where `{endpoint}` would be dictated by the endpoint created by the component runtime itself. For example the `VllmDecodeWorker` `generate` endpoint would be `vllm-llama3-70b/backend/generate` and the `VllmDecodeWorker` `clear_kv_blocks` endpoint would be `vllm-llama3-70b/backend/clear_kv_blocks`. Using the DGD name as the namespace, we would have: + ```yaml apiVersion: nvidia.com/v1alpha1 kind: DynamoGraphDeployment @@ -330,11 +353,12 @@ In this case, the `VllmDecodeWorker` `EndpointId` would be `vllm-agg/backend/{en ## 6.2 Solution 2: Worker Group Hashing -Using the DGD name as the namespace prevents the [Model Crosstalk](#model-crosstalk) issue. However, it does not solve the [Incompatible KV Cache Transfer Mechanisms during Roll Out](#incompatible-kv-cache-transfer-mechanisms-during-roll-out) issue where you have a set A and set B of model workers that cannot communicate with each other. +Using the DGD name as the namespace prevents the [Model Crosstalk](#model-crosstalk) issue. However, it does not solve the [Incompatible KV Cache Transfer during Rollout](#incompatible-kv-cache-transfer-during-rollout) issue where you have a set A and set B of model workers that cannot communicate with each other. To solve this, we can introduce a hash appended to the namespace to indicate a set A and set B of model workers. For instance, workers for set A would have a namespace like `vllm-llama3-70b-a1b2c3d4` and workers for set B would have a namespace like `vllm-llama3-70b-e5f6g7h8`. This creates a clear isolation for the two sets of workers and prevents them from communicating with each other. **Issue**: How do we calculate the hash to append to the namespace for a set of workers? + - Hashing at the DGD spec level, every DGD update would require updating the namespace of the set of workers -> a rollout for all workers (not desirable). - Hashing at the component level, each DGD component would receive a different hash -> hash needs to be the same for sets of components. @@ -354,7 +378,7 @@ spec: replicas: 1 VllmDecodeWorker-A: - workerGroupName: A # ← Groups A decode + prefill + workerGroupName: A # ← Groups A decode + prefill componentType: worker subComponentType: decode replicas: 9 @@ -364,9 +388,9 @@ spec: args: - --model - Qwen/Qwen3-0.6B - + VllmPrefillWorker-A: - workerGroupName: A # ← Same group = same hash + workerGroupName: A # ← Same group = same hash componentType: worker subComponentType: prefill replicas: 9 @@ -377,10 +401,10 @@ spec: - --model - Qwen/Qwen3-0.6B - --is-prefill-worker - + # Worker Group B (1 replicas) VllmDecodeWorker-B: - workerGroupName: B # ← Groups B decode + prefill + workerGroupName: B # ← Groups B decode + prefill componentType: worker subComponentType: decode replicas: 1 @@ -390,9 +414,9 @@ spec: args: - --model - Qwen/Qwen3-0.6B - + VllmPrefillWorker-B: - workerGroupName: B # ← Same group = same hash + workerGroupName: B # ← Same group = same hash componentType: worker subComponentType: prefill replicas: 1 @@ -404,13 +428,17 @@ spec: - Qwen/Qwen3-0.6B - --is-prefill-worker ``` + - The Operator groups services with the same `workerGroupName` into a set and calculates a hash to append to the namespace. If no `workerGroupName` is defined, it's assumed to be a part of the `default` worker group. - The Frontend would load balance traffic between the two sets of workers based on the number of instances in each set. ##### Pros: + - Easy to visualize the current state of the deployment like in the case of a canary rollout. - Supports the [Hierarchical Planner proposal](https://github.com/ai-dynamo/enhancements/pull/46/files?short_path=09e8f0f#diff-09e8f0f98b689bb0d0f4d26f6a32f85b27c554cb38341f40faab0ef1232442f4) where multiple models can be deployed in the same DGD + ##### Cons: + - Manifest becomes verbose when having multiple worker groups in the disaggregated deployment case. ### 6.2.2 Hash Solution 2: Introduce Controller Revision to DGD @@ -438,7 +466,7 @@ spec: args: - --model - Qwen/Qwen3-0.6B - + VllmPrefillWorker: componentType: worker subComponentType: prefill @@ -452,7 +480,7 @@ spec: - --is-prefill-worker ``` -The user can then perform a canary rollout by updating their `VllmDecodeWorker` and `VllmPrefillWorker` spec and specifying a `partition` field to determine the number of replicas to update. +The user can then perform a canary rollout by updating their `VllmDecodeWorker` and `VllmPrefillWorker` spec and specifying a `partition` field to determine the number of replicas to update. ```yaml apiVersion: nvidia.com/v1alpha1 @@ -476,7 +504,7 @@ spec: args: - --model - Qwen/Qwen3-0.6B - + VllmPrefillWorker: componentType: worker subComponentType: prefill @@ -494,19 +522,24 @@ spec: Here, the partition indicates that only the 10th replica (0-indexed) is updated to image 0.7.0. The Dynamo Operator will create a `ControllerRevision` resource for every DGD update. So the initial revision `rev1` will be stored and used as the appended hash for the namespace `vllm-disagg-rev1`. The new revision `rev2` will be stored and used as the appended hash for the namespace `vllm-disagg-rev2`. ##### Pros: + - Similar UX as LeaderWorkerSet rollout configuration -- Manifest is more concise compared to Solution 1 +- Manifest is more concise compared to Solution 1 - ControllerRevision provides a built in mechanism to rollback to a previous revision. ##### Cons: -- Relies on the `ControllerRevision` resource to store updates to the DGD spec. + +- Relies on the `ControllerRevision` resource to store updates to the DGD spec. - Does not enable deploying multiple models within the same DGD - required for Hierarchical Planner. ### 6.2.3 Suggested Hash Solution -- Solution 1 as it can enable deploying multiple models within the same DGD (Hierarchical Planner) and the explicit `workerGroupName` makes the worker grouping clear + +- Solution 1 as it can enable deploying multiple models within the same DGD (Hierarchical Planner) and the explicit `workerGroupName` makes the worker grouping clear ## 6.3: Enhanced RollingUpdate Controls + To give the user more fine-grained control over Grove's default rolling update strategy and to support similar semantics to `Deployment`, `StatefulSet` and `LeaderWorkerSet`, we propose adding: + - `maxUnavailable` field for `PC` and `PCSG` to specify the maximum number of replicas that can be unavailable during the update. This controls the speed of the rollout (you can delete/recreate `maxUnavailable` replicas at a time). The default would be 1 (current behavior). Note that there is already a `minAvailable` field for `PC` and `PCSG` which is used for gang scheduling/termination semantics - 1) min number of replicas that are guaranteed to be scheduled together and 2) if the number of available replicas is less then `minAvailable`, then after `terminationDelay` period, the gang will be terminated. - `maxSurge` field for `PC` and `PCSG` to specify the maximum number of replicas that can be created above the desired number of replicas. This can enable more availability during the rollout process (can have replica 1 but have maxSurge of 1, maxUnavailable of 0 - ensures that the new replica is ready before the old replica is terminated). - However, supporting `maxSurge` becomes a lot more tricky because the surge replica indices would be > desired replicas. It also creates issues with the gang scheduling/termination semantics. Does a surge replica count towards `minAvailable`? This also can consume a lot of resources if done at the PCSG level where you are scheduling multiple PCs at a time. @@ -532,7 +565,7 @@ spec: VllmDecodeWorker: componentType: worker subComponentType: decode - replicas: 4 # will delete/recreate 2 replicas at a time + replicas: 4 # will delete/recreate 2 replicas at a time rollingUpdate: maxUnavailable: 2 resources: @@ -543,9 +576,9 @@ spec: image: nvcr.io/nvidia/ai-dynamo/vllm-runtime:my-tag workingDir: /workspace/components/backends/vllm command: - - python3 - - -m - - dynamo.vllm + - python3 + - -m + - dynamo.vllm args: - --model - Qwen/Qwen3-0.6B @@ -561,33 +594,45 @@ spec: image: nvcr.io/nvidia/ai-dynamo/vllm-runtime:my-tag workingDir: /workspace/components/backends/vllm command: - - python3 - - -m - - dynamo.vllm + - python3 + - -m + - dynamo.vllm args: - --model - Qwen/Qwen3-0.6B - --is-prefill-worker ``` -*Note that the `maxUnavailable` and `maxSurge` field is supported at the `DGD` service spec level since the Frontend will be a standalone `PC` and the Prefill/Decode workers will be a `PC` for single-node case or multiple `PC`s managed by a `PCSG` in the multi-node case.* +_Note that the `maxUnavailable` and `maxSurge` field is supported at the `DGD` service spec level since the Frontend will be a standalone `PC` and the Prefill/Decode workers will be a `PC` for single-node case or multiple `PC`s managed by a `PCSG` in the multi-node case._ ## 6.4 Summary of Solutions -### Solves Issues +### Namespace Isolation + +**Solves**: + - [Model Crosstalk](#model-crosstalk) - since namespace is now the DGD name and DGD name is unique, model crosstalk will not occur. -- [Different MDC Checksums during Rollout](#different-mdc-checksums-during-rollout) - in a RollingUpdate scenario or with a canary rollout using worker groups, set A and set B will have hashes appended to isolate them. This assumes the Core Dynamo Lib can be updated to support multiple `Client`s per model engine and load balance traffic across. -- [Incompatible KV Cache Transfer Mechanisms during Rollout](#incompatible-kv-cache-transfer-mechanisms-during-rollout) - similar to [Different MDC Checksums during Rollout](#different-mdc-checksums-during-rollout), set A and set B will have different namespaces, so communication between set A and set B will not occur. -### Adds Functionality +### Worker Group Hashing + +**Solves**: + +- [Different MDC Checksums during Rollout](#different-mdc-checksums-during-rollout) - in a RollingUpdate scenario or with a canary rollout using worker groups, set A and set B will have hashes appended to isolate them. This assumes the Core Dynamo Lib can be updated to support multiple `Client`s per model engine and load balance traffic across. +- [Incompatible KV Cache Transfer during Rollout](#incompatible-kv-cache-transfer-during-rollout) - similar to [Different MDC Checksums during Rollout](#different-mdc-checksums-during-rollout), set A and set B will have different namespaces, so communication between set A and set B will not occur. + **Enhances User Functionality:** - If using `workerGroupName` solution, a DGD can support the Hierarchical Planner proposal where multiple configurations of the same model can be deployed in the same DGD (do note that the SLO routing logic is not specified - would need to be solved). -- Adds support for a canary rollout strategy where a user can deploy X% of new model workers within a DGD and monitor SLOs for the new workers before gradually scaling down old set/scaling up new set. -- Does not **prohibit**: - - The `Shared Frontend` pattern - - A `Blue/Green` rollout strategy can still be performed at a layer above the DGD using traditional k8s tooling (Ingress traffic splitting, etc.) +- Adds support for a canary rollout strategy where a user can deploy X% of new model workers within a DGD and monitor SLOs for the new workers before gradually scaling down old set/scaling up new set. + +### Enhanced RollingUpdate Controls + +**Enhances User Functionality:** + +- Provides more fine-grained control over Grove's default rolling update strategy. +- Supports similar semantics to `Deployment`, `StatefulSet` and `LeaderWorkerSet`. # 7. Design Considerations -## 7.1 Signle vs. Multiple Models per DGD + +## 7.1 Single vs. Multiple Models per DGD The proposed solution would allow for both. You can have **llama3.1-70B** and **Qwen3-0.6B** deployed within the same DGD like so: @@ -616,9 +661,9 @@ spec: image: nvcr.io/nvidia/ai-dynamo/vllm-runtime:my-tag workingDir: /workspace/components/backends/vllm command: - - python3 - - -m - - dynamo.vllm + - python3 + - -m + - dynamo.vllm args: - --model - Qwen/Qwen3-0.6B @@ -634,9 +679,9 @@ spec: image: nvcr.io/nvidia/ai-dynamo/vllm-runtime:my-tag workingDir: /workspace/components/backends/vllm command: - - python3 - - -m - - dynamo.vllm + - python3 + - -m + - dynamo.vllm args: - --model - llama/Llama3.1-70B @@ -645,19 +690,25 @@ spec: This would work. You can also have a separate DGD for each model. This also applies to having the same model with different configurations deployed in the same DGD (new roll out or hierarchical planner). ### Single Model per DGD + **Pros**: + - Clearer separation of concerns. DGD == a singular model. - Lifecycle of the single Model being served is tied to the lifecyle of the DGD. - Higher level Gateway/Ingress routing is simple - singular DGD Service is tied to a single model. No need for dynamic discovery of what models are being served. **Cons**: + - Deploying a Frontend per Model. (This can be circumvented with the shared frontend pattern) ### Multiple Models per DGD + **Pros**: -- More flexibility for advanced use cases - speculative decoding with a draft model, hierarchical planner, etc. + +- More flexibility for advanced use cases - speculative decoding with a draft model, hierarchical planner, etc. **Cons**: + - Lifecycle of multiple models is tied to the lifecycle of the DGD - Gang scheduling/termination semantics are at the level of a DGD - More complex Gateway/Ingress routing - a DGD Service can be serving multiple models. @@ -667,16 +718,29 @@ This would work. You can also have a separate DGD for each model. This also appl **TODO: update with Grove/Dynamo additional rolling update configuration support** ### DGD/Operator Updates + - Remove `dynamoNamespace` field from DGD service spec and inject DGD name as `DYN_NAMESPACE` env var. -- If Solution 1 is chosen, add a new field to the DGD service spec called `workerGroupName` with logic in operator to generate hashes per worker group and append to `DYN_NAMESPACE` env var. -- If Solution 2 is chosen, add a new field to the DGD service spec called `partition` with logic in operator to create a `ControllerRevision` resource for every DGD update and inject `DYN_NAMESPACE` env var with the correct revision hash. +- If Worker Group Hashing Solution 1 is chosen, add a new field to the DGD service spec called `workerGroupName` with logic in operator to generate hashes per worker group and append to `DYN_NAMESPACE` env var. +- If Worker Group Hashing Solution 2 is chosen, add a new field to the DGD service spec called `partition` with logic in operator to create a `ControllerRevision` resource for every DGD update and inject `DYN_NAMESPACE` env var with the correct revision hash. +- Will need to update Grove and Dynamo Operator to support `maxUnavailable` and `maxSurge` fields configuration. ### Core Dynamo Lib Updates + - `ModelWatcher.watch` can now filter based on namespace prefix match instead of exact match (e.g. frontend matching for `vllm-agg-*` where `vllm-agg-a1b2c3d4` and `vllm-agg-e5f6g7h8` are the two worker groups). - `ModelManager` updated to support multiple `Client`s per model engine. Allow `PushRouter` to load balance traffic between multiple sets of workers. Round-robin and random case seem simple (each Client will have an instance count) but KV-Router case is more complex. Do we do weighted selection of worker group and then worker selection based on kv instance radix tree? # 9. Implementation Phases -**TODO** + +1. Having DGD name become the namespace that is injected into the `DYN_NAMESPACE` env var by the Operator. Deprecating `dynamoNamespace` field from DGD service spec. +2. Adding **Worker Version Upgrade** and **Frontend Version Upgrade** scenarios to fault tolerance testing harness +3. Fix issue where **Worker Version Upgrade** has failed requests during rollout across frameworks/single-node/multi-node cases +4. Adding support in Dynamo Core Lib to support multiple `Client`s per model engine and load balance traffic across based on instance count +5. Adding support in Dynamo Core Lib frotnend to support namespace prefix matching +6. Adding **Different MDC Checksums during Rollout** scenario to fault tolerance testing harness +7. Add support for worker group hashing in the Dynamo Operator +8. Adding **Incompatible KV Cache Transfer during Rollout** scenario to fault tolerance testing harness +9. Adding support in Grove to support `maxUnavailable` and `maxSurge` fields configuration +10. Adding support in Dynamo Operator to support `maxUnavailable` and `maxSurge` fields configuration. # 10. Alternative Solutions @@ -685,12 +749,14 @@ This would work. You can also have a separate DGD for each model. This also appl In this case, the DGD operator would not support updating the DGD spec once deployed. This means that in order for the user to perform any rollout, they would need to deploy another DGD and leverage a higher level Gateway/Ingress routing to load balance traffic between the two DGDs during the rollout process. **Pros**: + - Keeps the Dynamo Core Lib logic simple and focused on serving a single Model/MDC - Work to make DGD immutable is simple. No other work would be needed **Cons**: + - Requires the user to develop/find their own solution for performing rollouts -- Not consistent with rollout strategies supported by alternative solutions +- Not consistent with rollout strategies supported by alternative solutions - Two DGDs == two units of gang scheduling/termination and topology awareness ## 10.2 Only Enable Version Updates for DGD Spec @@ -698,34 +764,27 @@ In this case, the DGD operator would not support updating the DGD spec once depl In this case, we would limit the subset of things a user can update on the DGD spec to only be the image tag of the service. This would enable a `RollingUpdate` strategy in the scenario of [Update Dynamo Worker Version](#update-dynamo-worker-version) and [Update Frontend Worker Version](#update-frontend-worker-version). **Pros**: + - Enables in-place rollout strategy for [Update Dynamo Worker Version](#update-dynamo-worker-version) and [Update Frontend Worker Version](#update-frontend-worker-version) - [Update Frontend Worker Version](#update-frontend-worker-version) is currently supported, [Update Dynamo Worker Version](#update-dynamo-worker-version) would require work to ensure requests during rollout do not error. - Still keeps the Dynamo Core Lib logic simple and focused on serving a single Model/MDC **Cons**: -- In the case of [Incompatible KV Cache Transfer Mechanisms during Rollout](#incompatible-kv-cache-transfer-mechanisms-during-rollout) or [Different MDC Checksums during Rollout](#different-mdc-checksums-during-rollout), the user would need to perform a rollout at a higher level than Dynamo DGD (blue/green with Ingress traffic splitting) + +- In the case of [Incompatible KV Cache Transfer during Rollout](#incompatible-kv-cache-transfer-during-rollout) or [Different MDC Checksums during Rollout](#different-mdc-checksums-during-rollout), the user would need to perform a rollout at a higher level than Dynamo DGD (blue/green with Ingress traffic splitting) - Two DGDs == two units of gang scheduling/termination and topology awareness ## 10.3 Enable Multiple MDCs per Model (No Support for Worker Group Isolation) In this case, a user can make any update to the DGD spec in order to perform a rollout. The Dynamo Core Lib would be updated to support multiple MDCs per model engine. This would solve for [Update Dynamo Worker Version](#update-dynamo-worker-version), [Update Frontend Worker Version](#update-frontend-worker-version) and [Different MDC Checksums during Rollout](#different-mdc-checksums-during-rollout). -However, this would not solve for [Incompatible KV Cache Transfer Mechanisms during Rollout](#incompatible-kv-cache-transfer-mechanisms-during-rollout) as their is no worker group isolation (all workers new/old in the same namespace). Also, it is not clear to the user what would make KV cache transfer incompatible. +However, this would not solve for [Incompatible KV Cache Transfer during Rollout](#incompatible-kv-cache-transfer-during-rollout) as their is no worker group isolation (all workers new/old in the same namespace). Also, it is not clear to the user what would make KV cache transfer incompatible. **Pros**: + - Enables in-place rollout strategy for [Update Dynamo Worker Version](#update-dynamo-worker-version), [Update Frontend Worker Version](#update-frontend-worker-version) and [Different MDC Checksums during Rollout](#different-mdc-checksums-during-rollout) **Cons**: -- Makes the Dynamo Core Lib more complex as it needs to support multiple MDCs per model engine. -- Does not solve for [Incompatible KV Cache Transfer Mechanisms during Rollout](#incompatible-kv-cache-transfer-mechanisms-during-rollout) case - -**TODOS**: -- Ensuring that the proposal has a clear flow -> this is the neccessary background -> these are the current issues/feature gaps -> these are the proposed solutions and how they address the issues/feature gaps -> these are the alternatives that were considered. -- Fixing any grammatical/spelling errors -- Add diagrams for sections -- if the user updates the served model name, this results in a different model key. Should we support this? What would happen in the current solution? -- LORA support? - -- Issues should be clear and clear how proposed solution(s) addresses them -- Follow DEP outline structure: \ No newline at end of file +- Makes the Dynamo Core Lib more complex as it needs to support multiple MDCs per model engine. +- Does not solve for [Incompatible KV Cache Transfer during Rollout](#incompatible-kv-cache-transfer-during-rollout) case From 711deb9305ffcbd9102ee826a8c10385fa8d6729 Mon Sep 17 00:00:00 2001 From: tmontfort Date: Wed, 29 Oct 2025 08:48:15 -0700 Subject: [PATCH 10/11] simplify proposal --- .../NNNN-roll-out-strategy.md | 305 +++++++++--------- 1 file changed, 152 insertions(+), 153 deletions(-) diff --git a/deps/NNNN-roll-out-strategy/NNNN-roll-out-strategy.md b/deps/NNNN-roll-out-strategy/NNNN-roll-out-strategy.md index 4960db29..8b1420d1 100644 --- a/deps/NNNN-roll-out-strategy/NNNN-roll-out-strategy.md +++ b/deps/NNNN-roll-out-strategy/NNNN-roll-out-strategy.md @@ -23,117 +23,69 @@ This enhancement proposal is meant to address two things: # 2. Background -## 2.1 Overview of Model Deployment Card (MDC) and DynamoGraphDeployment (DGD) +### 2.1 Model Deployment Cards (MDC) -### 2.1.1 Model Deployment Cards (MDC) +In Dynamo, each model is represented by a [`MDC`](https://github.com/ai-dynamo/dynamo/blob/0028cdf43dd583356139669f33aecbb743fd13be/lib/llm/src/model_card.rs#L165) that comprises of the model name (display name), tokenizer config, context length, model input/type specification and other fields that defines the model inference behavior. -**TODO: make section more concise** +When a model worker starts up it publishes its MDC to the `KvStore` with the key `v1/mdc/{namespace}.{component}.{endpoint}/{instance_id}`. -In Dynamo, each model is represented by a [`MDC`](https://github.com/ai-dynamo/dynamo/blob/0028cdf43dd583356139669f33aecbb743fd13be/lib/llm/src/model_card.rs#L165). The `MDC` comprises of the model name (display name), tokenizer config, context length, model input/type specification, among other fields that defines the model inference behavior. +If the Frontend is deployed in the global namespace (`dynamo`), all `MDC`s are accepted but if in any other namespace, only `MDC`s with keys that match the namespace will be accepted (`v1/mdc/{namespace}.*`). -When a model worker starts up, it publishes its MDC to the KvStore with the key `v1/mdc/{namespace}.{component}.{endpoint}/{instance_id}`. +A `Client` will be constructed for the model that will watch for all instances with `{namespace}.{component}.{endpoint}`, regardless of the worker `MDC`. -The Frontend has a `ModelWatcher` that watches the KvStore PUT events for keys with the prefix `v1/mdc`. - -The `ModelWatcher.watch` method first determines if the [Frontend should process the MDC or discard it](https://github.com/ai-dynamo/dynamo/blob/6deeecb1d6a9f4eb1770b4272bfa85a4b6226e0a/lib/llm/src/discovery/watcher.rs#L138). If the Frontend is deployed in the global namespace (`dynamo`), then all MDCs observed will be processed. If the Frontend is deployed in a non-global namespace, then only MDCs with keys that match the namespace will be processed (`v1/mdc/{namespace}.*`) - -If the MDC should be processed, `ModelWatcher` will extract the model name (display name) from the MDC and check if the `ModelManager` already contains an engine for that model. If there is an engine that exists but the MDC checksum (generated from select MDC fields) does not match, [the `ModelWatcher` will discard the instance and log an error](https://github.com/ai-dynamo/dynamo/blob/6deeecb1d6a9f4eb1770b4272bfa85a4b6226e0a/lib/llm/src/discovery/watcher.rs#L156). Currently, the worker with the discarded MDC will continue to run and actually receive traffic (registered under the same `EndpointId`) but Frontend pre-processing will use the old MDC (undesirable). If there is no engine for that model, an engine is created and stored on the `ModelManager`. - -The model engine contains a `Client` constructed for the MDC `EndpointId`. The MDC `EndpointId` is extracted from the MDC key (`{namespace}.{component}.{endpoint}`), which is the address of the model worker. This `Client` will watch the KvStore PUT events for keys with the prefix `v1/instance/{namespace}/{component}/{endpoint}`. When a PUT event is received, the `Client` will update the instance list. - -### 2.1.2 DynamoGraphDeployment (DGD) Interaction with MDC +### 2.2 DynamoGraphDeployment (DGD) A `DynamoGraphDeployment` (`DGD`), is the Dynamo Kubernetes CRD for deploying a distributed inference graph using the Dynamo distributed runtime and pre-built components. -The CRD spec contains a list of services which define the components that make up an inference graph. For instance, in the [vllm `disagg.yaml` file](https://github.com/ai-dynamo/dynamo/blob/main/components/backends/vllm/deploy/disagg.yaml), the services are: `Frontend`, `VllmDecodeWorker`, and `VllmPrefillWorker`. Each component has a field `dynamoNamespace` which defines the `namespace` the component will be logically grouped in. The `component` and `endpoint` parts of the worker `EndpointId` are not derived from the `DGD` but rather statically defined within the backend component itself. For instance, the `VllmDecodeWorker` component `EndpointId` has `component` part `backend` and `endpoint` part `generate`. `VllmPrefillWorker` component `EndpointId` has `component` part `prefill` and `endpoint` part `generate`. - -## 2.2 Rollout Strategies in K8s AI Model Deployment Ecosystem - -### 2.2.1 Deployments - -The core Kubernetes `Deployment` resource has [two strategies for rolling out updates:](https://kubernetes.io/docs/concepts/workloads/controllers/deployment/#strategy) `RollingUpdate` and `Recreate`. - -- `RollingUpdate` is the default strategy where Pods are updated by gradually scaling down the old `ReplicaSet` and scaling up the new `ReplicaSet`. - - Optional field `maxUnavailable` specifies the maximum number of Pods that can be unavailable during the update. - - Optional field `maxSurge` specifies the maximum number of Pods that can be created above the desired number of Pods. -- `Recreate` strategy will delete all existing Pods before the new ones are created. - -### 2.2.2 StatefulSets - -The core [Kubernetes `StatefulSet` resource](https://kubernetes.io/docs/reference/kubernetes-api/workload-resources/stateful-set-v1/) has two `updateStrategy` options: `RollingUpdate` and `OnDelete`. - -- `RollingUpdate` is the default strategy where Pods are updated in sequence (highest index -> lowest index) one Pod at a time. - - Optional field `maxUnavailable` specifies the maximum number of Pods that can be unavailable during the update (default is 1). - - Optional field `partition` indicates the ordinal at which the StatefulSet should be paritioned for updates (default is 0 - all Pods are updated). -- `OnDelete` is the legacy behavior where Pods are only updated when they are manually deleted. - -_Note that there is no `maxSurge` for `RollingUpdate` strategy as stable Pod identity (index) is important for exclusive PVCs and deterministic startup/shutdown ordering_ - -### 2.2.3 LeaderWorkerSet - -The `LeaderWorkerSet` resource has a single [`RolloutStrategy` `RollingUpdate`](https://github.com/kubernetes-sigs/lws/blob/main/api/leaderworkerset/v1/leaderworkerset_types.go) - -- Optional field `partition` behaves the same as StatefulSet `RollingUpdate` `partition` field. -- Optional field `maxUnavailable` behaves the same as StatefulSet `RollingUpdate` `maxUnavailable` field. -- Optional field `maxSurge` behaves the same as Deployment `RollingUpdate` `maxSurge` field. - -_Note that LWS does support `maxSurge`. Example of how it works [here](https://lws.sigs.k8s.io/docs/concepts/rollout-strategy/)_ +The namespace for the `DGD` is defined by the `dynamoNamespace` field in the `DGD` service spec. -### 2.2.4 Gateway API Inference Extension - -The Gateway API Inference Extension (GAIE) does not control the `Model Server` itself (the piece that is actually running the model inference). Example of a [vllm Model Server Deployment](https://github.com/kubernetes-sigs/gateway-api-inference-extension/blob/main/config/manifests/vllm/gpu-deployment.yaml) - -Since GAIE is just a Gateway that is routing between `InferencePool`s (`Model Server` grouping for a single model), they [expect the user to create another `Model Server` Deployment themselves and use an `HTTPRoute` to split traffic between the new and old `InferencePool`](https://gateway-api-inference-extension.sigs.k8s.io/guides/inferencepool-rollout/). This enables canary or blue/green rollout strategies but the way the `Model Server` is rolled out for updates is on the user. - -_Note that llm-d uses GAIE and Deployment (single-node) and LeaderWorkerSet (multi-node) for model serving so it inherits both of their rollout strategies._ - -### 2.2.5 CentML Platform - -The CentML Platform leverages [`Argo Rollouts`](https://argo-rollouts.readthedocs.io/en/stable/) to enable an [automated canary rollout strategy](https://github.com/CentML/platform/blob/main/catalog/src/catalog/inference_deployment_v3/templates/rollout.yaml). - -Argo Rollouts are designed to be a drop in replacement of `Deployment` where the PodSpec is the same but the `.spec.strategy` has more powerful capabilities. - -- An example is a canary style rollout where you can define an [`Analysis`](https://argo-rollouts.readthedocs.io/en/stable/features/analysis/) that can query custom metrics and define success/failure conditions, the step size, traffic weighting and rollout speed - -_Future inspiration for how a user can perform a canary rollout that monitors SLOs (TTFT, ITL) of new set of workers during rollout._ - -### 2.2.6 AIBrix - -### 2.2.7 OME - -### 2.2.8 Canary Rollout +```yaml +apiVersion: nvidia.com/v1alpha1 +kind: DynamoGraphDeployment +metadata: + name: vllm-agg +spec: + services: + Frontend: + dynamoNamespace: vllm-agg + componentType: frontend + ... + VllmDecodeWorker: + dynamoNamespace: vllm-agg + componentType: worker + ... +``` -### 2.2.9 Blue/Green Rollout +Here the `dynamoNamespace` is `vllm-agg`. ## 2.3 Grove Rolling Update Strategy -The Dynamo Kubernetes Operator leverages the [Grove API](https://github.com/ai-dynamo/grove/tree/main) for gang-scheduling and topology awareness. While the Dynamo Operator has support for using traditional Kubernetes Deployments/Services for single-node and LeaderWorkerSet resource for multi-node cases, the Grove API resources are the supported path going forward for single-node and multi-node deployments. Given this is the case, this proposal will only consider the impacts of Groves rolling update strategy on `DGD` resources. +The Dynamo Kubernetes Operator leverages the [Grove API](https://github.com/ai-dynamo/grove/tree/main) for gang-scheduling and topology awareness. It relies on Grove for the underlying rollout mechanism of `DGD` resources. ### 2.3.1 Single-Node Deployment [Single-Node Deployment Grove Example](./dynamo-grove-single-node.png) -In Grove, when a rolling update is performed, the `PodCliqueSet` controller will perform the update one `PCS` replica at time. Currently, a `DGD` only creates a single `PCS` replica. Within the `PCS` replica, there is a `PodClique` (`PC`) for each service in the `DGD` - in the example above one for the Frontend, one for the Decode worker and one for the Prefill worker. - -For each `PC` concurrently, the `PC` controller will handle one Pod at a time, concurrently deleting an old Pod replica and creating a new Pod replica. The controller will wait for the new Pod replica to be Ready and then proceed to the next replica. - -Because the `PC` controller is recreating each Pod index, to ensure uptime for a Frontend or set of workers, you need > 1 `PC` replicas for availability. +- `Frontend`, `Decode` and `Prefill` workers are each `PodClique` (`PC`) resources. +- Each `PC` follows a `RollingUpdate` rollout strategy, where it deletes a `Pod` index and recreates, waits until the new `Pod` is `Ready` before proceeding to the next `Pod` index. ### 2.3.2 Multi-Node Deployment [Multi-Node Deployment Grove Example](./dynamo-grove-multi-node.png) -For the Multi-Node case, there will be a `PodCliqueScalingGroup` (`PCSG`) for each set of workers - in the example above one for the Decode workers and one for the Prefill workers. When a `PC` is managed by a `PCSG`, the `PCSG` controller is responsible for performing the rolling update instead of the `PC` controller (different than single-node case). - -The `PCSG` controller updates `PCSG` replicas one at a time in ascending ordinal order (0 -> 1 -> 2 -> ...). Within a `PCSG` replica, all `PC`s are deleted and recreated concurrently. Having multiple `PCSG` replicas ensures availability for the set of workers. +- `Frontend` is a `PC`, and `Decode` and `Prefill` workers are multiple `PC` resources managed by a `PodCliqueScalingGroup` (`PCSG`) (similar to `LeadeWorkerSet` group of Pods). +- Each `PCSG` also follows a `RollingUpdate` rollout strategy, where instead of deleting/recreating a single `Pod` it's deleting/recreating a single `PCSG` replica **Notes**: -- This is the default rolling update strategy for Grove. There currently is no way to configure the rolling update strategy for a `PCSG` for things like `maxSurge`, `maxUnavailable`. Discussion [here](https://github.com/ai-dynamo/grove/issues/212) on supporting additional rolling update strategies. +- This is the default rolling update strategy for Grove. There currently is no way to configure the rolling update strategy for a `PCSG` for things like `maxSurge`, `maxUnavailable`. Discussion [here](https://github.com/ai-dynamo/grove/issues/212) on supporting additional rolling update configuration/strategies. - Grove's rollout strategy would be the same as `Deployment` `RollingUpdate` where `maxSurge` is 0 and `maxUnavailable` is 1. +- Need multiple replicas for standalone `PC` or `PCSG` to ensure availability during the rollout process. # 3. Rollout Scenarios +Different scenarios in which a Dynamo user would rollout a new version of their `DGD` (model) + ## 3.1 Update Dynamo Worker Version ### Use Cases @@ -151,11 +103,6 @@ An example of a how a user would update the Dynamo framework runtime version fro 2. The user updates the `DGD` manifest to use the image `nvcr.io/nvidia/ai-dynamo/vllm-runtime:0.7.0` for `VllmDecodeWorker` and `VllmPrefillWorker`. 3. User applies the updated `DGD` manifest. -### Expected Behavior - -- In-flight requests will be properly served (through graceful shutdown or request migration) -- Complete uptime of the model inference deployment is maintained - ## 3.2 Update Frontend Worker Version Same use cases, example and expected behavior as [Update Dynamo Worker Version](#update-dynamo-worker-version). Instead of updating the image for the workers, the user would update the image for the `Frontend` service. @@ -184,14 +131,11 @@ An example of a how a user would update the vllm `disagg.yaml` in a `DGD` manife 3. User applies the updated `DGD` manifest. 4. The new Worker Pods will publish the new MDC with the updated `block_size` configuration, resulting in a different MDC checksum than the old Workers. -### Expected Behavior - -- In-flight requests will be properly served (through graceful shutdown or request migration) -- Complete uptime of the model inference deployment is maintained - ## 3.4 Incompatible KV Cache Transfer during Rollout -Another scenario a user might encounter is with a disaggregated deployment where the user wants to update their prefill/decode worker configurations that results in incompatible KV cache transfer between new/old sets of workers. For instance, the user might want to switch from NIXL to LMCache. _It's important to note that KV cache transfer configuration is not tracked as a part of the MDC checksum._ +Another scenario a user might encounter is with a disaggregated deployment where the user wants to update their prefill/decode worker configurations that results in incompatible KV cache transfer between new/old sets of workers. For instance, the user might want to switch from NIXL to LMCache. + +_It's important to note that KV cache transfer configuration is not tracked as a part of the MDC checksum._ ### Example @@ -202,7 +146,7 @@ An example of a how a user would update the vllm `disagg.yaml` `DGD` manifest to 3. User applies the updated `DGD` manifest. 4. The new Worker Pods will use the LMCache connector, while the old Worker Pods will continue to use the NIXL connector. -### Expected Behavior +## 3.5 Expected Behavior For All Scenarios - In-flight requests will be properly served (through graceful shutdown or request migration) - Complete uptime of the model inference deployment is maintained @@ -211,7 +155,9 @@ An example of a how a user would update the vllm `disagg.yaml` `DGD` manifest to ## 4.1 Model Crosstalk -When deploying two `DGD`s for two different models, say **llama3.1-70B** and **Qwen3-0.6B**, if the `DGD`s are deployed in the same namespace (both have the same `dynamoNamespace` field values), the workers will register under the same `EndpointId`. In the vllm `disagg.yaml` example above, both workers for **llama3.1-70B** and **Qwen3-0.6B** will register under the `EndpointId` `{dynamoNamespace}/backend/generate`. Because the `Client` for both model engines is watching the same prefix `v1/instance/{dynamoNamespace}/backend/generate`, each `Client` will discover instances from both models, resulting in the `PushRouter` routing engine for **llama3.1-70B** for example sending requests to both sets of model workers. +- User deploys two `DGD`s for a **Model A** and **Model B** with the vllm runtime, each specified with the same `dynamoNamespace` `vllm-agg` +- Both model workers will register their MDC under `v1/mdc/vllm-agg.backend.generate/{instance_id}` +- User sends request for **Model A** but it's `Client` routes pre-processed request to **Model B** workers due to the same `EndpointId` ### 4.1.1 Shared Frontend @@ -221,18 +167,17 @@ As a current solution, if a user wants to deploy two `DGD`s for two different mo ### 4.2.1 Worker Version Upgrade -_Assumes multiple worker replicas are deployed given Grove's default rolling upgrade strategy._ +**FAILED** -Has been tested but does not work as desired: - -1. User updates the vllm `disagg.yaml` to use a new image for the `VllmPrefillWorker` and `VllmDecodeWorker` services (or single worker service in aggregrated deployment). -2. User patches the DGD using a `kubectl apply -f` +1. User applies the initial [vllm `disagg.yaml`](https://github.com/ai-dynamo/dynamo/blob/main/components/backends/vllm/deploy/disagg.yaml) +2. User updates the vllm `disagg.yaml` to use a new image for the `VllmPrefillWorker` and `VllmDecodeWorker` services and applies update. 3. The `Prefill` and `Decode` `PodClique`s will terminate an old `Prefill` and `Decode` `Pod` and create a new `Prefill` and `Decode` `Pod` concurrently. -4. The old worker `Pod`s receives a SIGTERM triggering a graceful shutdown by draining in-flight requests then cancelling the primary token which will remove the instance and MDC registration from the KvStore. However, from testing (backend specific), it's found that there is a period where the worker `Pod`s still have a KvStore registration but aren't listening on the `EndpointId` anymore -> results in request errors. -5. The new worker `Pod`s will start up, and once registered in the KvStore -> new requests can now be routed to the new worker `Pod`s. -6. In period during 4. and 5., the extra worker replicas will continue to serve new requests. -7. Grove will wait until new worker `Pod`s are `Ready` before proceeding to the next set of worker `Pod`s. -8. Grove will continue through the rolling update process for the `PodClique` until only new worker `Pod`s are running. +4. The old worker `Pod`s receives a SIGTERM triggering a graceful shutdown by draining in-flight requests then cancelling the primary token which will remove the instance and MDC registration from the KvStore. +5. From testing, it's found that there is a period where the worker `Pod`s still have a KvStore registration but aren't listening on the `EndpointId` anymore -> results in request errors. +6. The new worker `Pod`s will start up, and once registered in the KvStore -> new requests can now be routed to the new worker `Pod`s. +7. In period during 4. and 5., the extra worker replicas will continue to serve new requests. +8. Grove will wait until new worker `Pod`s are `Ready` before proceeding to the next set of worker `Pod`s. +9. Grove will continue through the rolling update process for the `PodClique` until only new worker `Pod`s are running. #### Results: @@ -240,12 +185,10 @@ Has been tested but does not work as desired: ### 4.2.2 Frontend Version Upgrade -_Assumes multiple frontend replicas are deployed given Grove's default rolling upgrade strategy._ - -Has been tested and does work as desired: +**SUCCEEDED** -1. User updates the vllm `disagg.yaml` to use a new image for the `Frontend` service. -2. User patches the DGD using a `kubectl apply -f` +1. User applies the initial [vllm `disagg.yaml`](https://github.com/ai-dynamo/dynamo/blob/main/components/backends/vllm/deploy/disagg.yaml) +2. User updates the vllm `disagg.yaml` to use a new image for the `Frontend` service and applies update. 3. The Frontend `PodClique` will terminate an old Frontend `Pod` and create a new Frontend `Pod` concurrently. 4. The old Frontend `Pod` receives a SIGTERM. The old Frontend Pod will no longer be `Ready`, so the Kubernetes `Service` will remove the old Frontend `Pod` from the endpoint list -> new requests will no longer be routed to the old Frontend `Pod`. While in `Terminating` state, the Frontend process will gracefully shutdown by draining in-flight requests before exiting. 5. The new Frontend `Pod` will start up, and once in `Ready` state, the Kubernetes `Service` will add the new Frontend `Pod` to the endpoint list -> new requests can now be routed to the new Frontend `Pod`. @@ -255,31 +198,32 @@ Has been tested and does work as desired: #### Results: -- **SUCCESS**: In-flight requests will be properly served (through graceful shutdown or request migration) -- **SUCCESS**: All requests during rolling update will be served successfully +- **SUCCESS**: All requests during rollout are served successfully through graceful shutdown ### 4.2.3 Different MDC Checksums +**FAILED** + In the scenario where a user would like to update the KV cache block size as an example, currently here is what happens: -1. User patches the DGD CRD using a `kubectl apply -f` -2. The Dynamo Operator will update the Grove `PodCliqueSet` `PodCliqueSetTemplateSpec`. -3. Grove Operator for each `PodClique` with updated template hash will perform a rolling update of the `PodClique`. Per `PodClique`: -4. A Worker `Pod` in the old set will be terminated concurrently with a Worker `Pod` in the new set being started. -5. The old Worker `Pod` receives a SIGTERM. The Worker process itself will gracefully shutdown by draining in-flight requests then cancelling the primary token which will remove the instance and MDC registration from the KvStore. The worker instance will then be removed from the `Client` instance list. -6. The new Worker `Pod` process will start up, in which it creates a KvStore lease and attempts to register the MDC. -7. At this point in time the Frontend will see that for Model A that an engine already exists but that the MDC checksum differs from the MDC of the new Worker Pod. The new worker MDC will be discarded, however the worker instance has the same `EndpointId` so it'll appear on the `Client` instance list. -8. The new Worker instance will start to receive traffic as it's registered on the `Client` instance list. -9. Grove will continue through the rolling update process for the `PodClique` until only new Worker Pods are running. -10. Despite the old Worker Pods being terminated, the `ModelManager` will have the MDC from the old Worker Pods because the `Client` instance list was never empty. This can result in unexpected behavior - for example a new worker can attempt to change the tokenizer config, but since the `ModelManager` engine is using the old MDC, the request preprocessing will still use the old tokenizer config. +1. User applies the initial [vllm `disagg.yaml`](https://github.com/ai-dynamo/dynamo/blob/main/components/backends/vllm/deploy/disagg.yaml) +1. User updates the `disagg.yaml` `VllmPrefillWorker` and `VllmDecodeWorker` `extraPodSpec` to add the flag `--block-size 32` in the `args` array. +1. A Worker `Pod` in the old set will be terminated concurrently with a Worker `Pod` in the new set being started. +1. The old Worker `Pod` receives a SIGTERM. The Worker process itself will gracefully shutdown by draining in-flight requests then cancelling the primary token which will remove the instance and MDC registration from the KvStore. The worker instance will then be removed from the `Client` instance list. +1. The new Worker `Pod` process will start up, in which it creates a KvStore lease and attempts to register the MDC. +1. At this point in time the Frontend will see that for Model A that an engine already exists but that the MDC checksum differs from the MDC of the new Worker Pod. The new worker MDC will be discarded, however the worker instance has the same `EndpointId` so it'll appear on the `Client` instance list. +1. The new Worker instance will start to receive traffic as it's registered on the `Client` instance list. +1. Grove will continue through the rolling update process for the `PodClique` until only new Worker Pods are running. +1. Despite the old Worker Pods being terminated, the `ModelManager` will have the MDC from the old Worker Pods because the `Client` instance list was never empty. This can result in unexpected behavior - for example a new worker can attempt to change the tokenizer config, but since the `ModelManager` engine is using the old MDC, the request preprocessing will still use the old tokenizer config. #### Results: +- **FAILED** Some request during rollout error (due to same reason as [Worker Version Upgrade](#worker-version-upgrade) scenario) - **FAILED**: New workers are using old MDC that can result in incorrect pre-processing behavior. ### 4.2.4 Incompatible KV Cache Transfer -_Assume initial processed request is first sent to Decode then from Decode to Prefill._ +**FAILED** Same as [Different MDC Checksums during Roll Out](#different-mdc-checksums-during-roll-out) from 1-5 @@ -293,10 +237,15 @@ Same as [Different MDC Checksums during Roll Out](#different-mdc-checksums-durin # 5. Goals -- The outlined rollout scenarios in [Rollout Scenarios](#rollout-scenarios) section are supported with the desired behavior. -- The rollout strategies support for a **DGD** are consistent with other solution offerings similar to Dynamo and Dynamo's Kubernetes Deployment stack. +- The outlined [Rollout Scenarios](#rollout-scenarios) are supported with the expected behavior. - The [Model Crosstalk](#model-crosstalk) issue is resolved. -- Advanced use cases like hierarchical planner, speculative decoding and LoRA support are supported. +- Dynamo users have the same rollout functionality as other solutions in the [K8s AI model deployment ecosystem](#1-rollout-strategies-in-k8s-ai-model-deployment-ecosystem). + - Canary rollout strategy is supported where a small subset of new workers are deployed and monitored alongside the old set of workers with appropriate traffic splitting. + - Blue/green rollout strategy is supported + - Clear guidance for each rollout scenario on how to perform the rollout. (We should make it difficult/impossible to perform a rollout incorrectly) +- Advanced use cases like [Hierarchical Planner](https://github.com/ai-dynamo/enhancements/pull/46), Speculative Decoding and [LoRA support](https://github.com/ai-dynamo/enhancements/pull/48) are supported. + - **Hierarchical Planner** proposal proposes having multiple model configurations within a single `DGD` + - **LoRA** support proposal proposes having an `MDC` for each LoRA adapter # 6. Proposal @@ -329,9 +278,9 @@ spec: replicas: 1 ``` -In this example, the `VllmDecodeWorker` `EndpointId` would be `vllm-llama3-70b/backend/{endpoint}`, where `{endpoint}` would be dictated by the endpoint created by the component runtime itself. For example the `VllmDecodeWorker` `generate` endpoint would be `vllm-llama3-70b/backend/generate` and the `VllmDecodeWorker` `clear_kv_blocks` endpoint would be `vllm-llama3-70b/backend/clear_kv_blocks`. +In this example, the model worker would register MDC under `v1/mdc/vllm-llama3-70b/backend/{endpoint}`. -Using the DGD name as the namespace, we would have: +Using the `DGD` name as the namespace, we would have: ```yaml apiVersion: nvidia.com/v1alpha1 @@ -349,22 +298,26 @@ spec: replicas: 1 ``` -In this case, the `VllmDecodeWorker` `EndpointId` would be `vllm-agg/backend/{endpoint}`. This eliminates the [Model Crosstalk](#model-crosstalk) issue as each DGD now has a unique namespace and is one less required field for users to configure in DGD manifest. +In this case, the model worker would register MDC under `v1/mdc/vllm-agg/backend/{endpoint}`. + +This eliminates the [Model Crosstalk](#model-crosstalk) issue as each `DGD` now has a unique namespace and is one less required field for users to configure in `DGD` manifest. + +_Note: with cluster wide operator you can have a DGD with the same name across k8s namespaces - can be solved by also using the k8s namespace within the dynamo namespace_ ## 6.2 Solution 2: Worker Group Hashing Using the DGD name as the namespace prevents the [Model Crosstalk](#model-crosstalk) issue. However, it does not solve the [Incompatible KV Cache Transfer during Rollout](#incompatible-kv-cache-transfer-during-rollout) issue where you have a set A and set B of model workers that cannot communicate with each other. -To solve this, we can introduce a hash appended to the namespace to indicate a set A and set B of model workers. For instance, workers for set A would have a namespace like `vllm-llama3-70b-a1b2c3d4` and workers for set B would have a namespace like `vllm-llama3-70b-e5f6g7h8`. This creates a clear isolation for the two sets of workers and prevents them from communicating with each other. +To solve this, we can introduce a hash appended to the namespace to indicate a set A and set B of model workers. For instance, workers for set A would have a namespace like `vllm-llama3-70b-a1b2c3d4` and workers for set B would have a namespace like `vllm-llama3-70b-e5f6g7h8`. **This creates a clear isolation for the two sets of workers and prevents them from communicating with each other.** -**Issue**: How do we calculate the hash to append to the namespace for a set of workers? +- A set A and set B of model workers can represent an old and new set of workers in a `RollingUpdate` rollout scenario +- A set A and set B of model workers can also be used to represent multiple model configurations within a single `DGD` -- Hashing at the DGD spec level, every DGD update would require updating the namespace of the set of workers -> a rollout for all workers (not desirable). -- Hashing at the component level, each DGD component would receive a different hash -> hash needs to be the same for sets of components. +### 6.2.1 Hash Solution 1: Introduce Worker Group Name to DGD -### 6.2.1 Hash Solution 1: Introduce Worker Group to DGD +Can introduce a new field to the DGD spec called `workerGroupName`. -Solution 1 introduces a new field to the DGD spec called `workerGroupName`. This enables a DGD author to group workers into different sets (namespace isolation). For example, if a user wishes to perform a canary rollout strategy for a disaggregated deployment where they want to have 9 replicas for set A of prefill/decode workers and 1 replica for set B of prefill/decode workers, they could do so like this: +For example, if a user wishes to perform a canary rollout strategy for a disaggregated deployment where they want to have 9 replicas for set A of prefill/decode workers and 1 replica for set B of prefill/decode workers, they could do so like this: ```yaml apiVersion: nvidia.com/v1alpha1 @@ -434,16 +387,17 @@ spec: ##### Pros: -- Easy to visualize the current state of the deployment like in the case of a canary rollout. -- Supports the [Hierarchical Planner proposal](https://github.com/ai-dynamo/enhancements/pull/46/files?short_path=09e8f0f#diff-09e8f0f98b689bb0d0f4d26f6a32f85b27c554cb38341f40faab0ef1232442f4) where multiple models can be deployed in the same DGD +- Can now perform a canary rollout strategy within a single DGD +- By default within the vllm `disagg.yaml` as an example, performing a `RollingUpdate` in the scenario of **Different MDC Checksum** or **Incompatible KV Cache Transfer** will result in different hashes -> new and old set have different namespaces for isolation +- Supports the Hierarchical Planner proposal where multiple models configurations can be deployed in the same DGD ##### Cons: -- Manifest becomes verbose when having multiple worker groups in the disaggregated deployment case. +- Manifest becomes verbose when having multiple worker groups in the disaggregated deployment case ### 6.2.2 Hash Solution 2: Introduce Controller Revision to DGD -Solution 2 leverages the [Kubernetes `ControllerRevision` resource](https://kubernetes.io/docs/reference/kubernetes-api/workload-resources/controller-revision-v1/) to store updates to the DGD spec. This is how `LeaderWorkerSet` can support canary rollout strategies where a [`partition` field](https://github.com/kubernetes-sigs/lws/blob/f01674b29576223329e35432c77d2b37a995b669/api/leaderworkerset/v1/leaderworkerset_types.go#L272) is used to determine the number of LWS replicas to update with updated template spec. Similar to the canary rollout scenario outlined in Solution 1, the user would have an initial DGD deployed like so: +Can leverage the [Kubernetes `ControllerRevision` resource](https://kubernetes.io/docs/reference/kubernetes-api/workload-resources/controller-revision-v1/) to store updates to the DGD spec. This is how `LeaderWorkerSet` can support canary rollout strategies where a [`partition` field](https://github.com/kubernetes-sigs/lws/blob/f01674b29576223329e35432c77d2b37a995b669/api/leaderworkerset/v1/leaderworkerset_types.go#L272) is used to determine the number of LWS replicas to update with updated template spec. Similar to the canary rollout scenario outlined in Solution 1, the user would have an initial DGD deployed like so: ```yaml apiVersion: nvidia.com/v1alpha1 @@ -526,11 +480,12 @@ Here, the partition indicates that only the 10th replica (0-indexed) is updated - Similar UX as LeaderWorkerSet rollout configuration - Manifest is more concise compared to Solution 1 - ControllerRevision provides a built in mechanism to rollback to a previous revision. +- By default within the vllm `disagg.yaml` as an example, performing a `RollingUpdate` in the scenario of **Different MDC Checksum** or **Incompatible KV Cache Transfer** will result in different revisions -> new and old set have different namespaces for isolation ##### Cons: - Relies on the `ControllerRevision` resource to store updates to the DGD spec. -- Does not enable deploying multiple models within the same DGD - required for Hierarchical Planner. +- Does not enable deploying multiple models within the same DGD as desired for Hierarchical Planner. ### 6.2.3 Suggested Hash Solution @@ -617,7 +572,7 @@ _Note that the `maxUnavailable` and `maxSurge` field is supported at the `DGD` s **Solves**: -- [Different MDC Checksums during Rollout](#different-mdc-checksums-during-rollout) - in a RollingUpdate scenario or with a canary rollout using worker groups, set A and set B will have hashes appended to isolate them. This assumes the Core Dynamo Lib can be updated to support multiple `Client`s per model engine and load balance traffic across. +- [Different MDC Checksums during Rollout](#different-mdc-checksums-during-rollout) - in a `RollingUpdate` scenario or with a canary rollout using worker groups, set A and set B will have hashes appended to isolate them. This assumes the Core Dynamo Lib can be updated to support multiple `Client`s per model engine and load balance traffic across. - [Incompatible KV Cache Transfer during Rollout](#incompatible-kv-cache-transfer-during-rollout) - similar to [Different MDC Checksums during Rollout](#different-mdc-checksums-during-rollout), set A and set B will have different namespaces, so communication between set A and set B will not occur. **Enhances User Functionality:** - If using `workerGroupName` solution, a DGD can support the Hierarchical Planner proposal where multiple configurations of the same model can be deployed in the same DGD (do note that the SLO routing logic is not specified - would need to be solved). @@ -634,7 +589,7 @@ _Note that the `maxUnavailable` and `maxSurge` field is supported at the `DGD` s ## 7.1 Single vs. Multiple Models per DGD -The proposed solution would allow for both. You can have **llama3.1-70B** and **Qwen3-0.6B** deployed within the same DGD like so: +The proposed Worker Group Name solution would allow for both. You can have **llama3.1-70B** and **Qwen3-0.6B** deployed within the same DGD like so: ```yaml apiVersion: nvidia.com/v1alpha1 @@ -715,8 +670,6 @@ This would work. You can also have a separate DGD for each model. This also appl # 8. Implementation Details -**TODO: update with Grove/Dynamo additional rolling update configuration support** - ### DGD/Operator Updates - Remove `dynamoNamespace` field from DGD service spec and inject DGD name as `DYN_NAMESPACE` env var. @@ -755,14 +708,15 @@ In this case, the DGD operator would not support updating the DGD spec once depl **Cons**: -- Requires the user to develop/find their own solution for performing rollouts -- Not consistent with rollout strategies supported by alternative solutions +- Requires the user to develop/find their own solution for performing rollouts in all scenarios - Two DGDs == two units of gang scheduling/termination and topology awareness ## 10.2 Only Enable Version Updates for DGD Spec In this case, we would limit the subset of things a user can update on the DGD spec to only be the image tag of the service. This would enable a `RollingUpdate` strategy in the scenario of [Update Dynamo Worker Version](#update-dynamo-worker-version) and [Update Frontend Worker Version](#update-frontend-worker-version). +**We cannot support modification of the args passed to the model worker as the Operator is not aware of what changes would result in Different MDC Checksums or Incompatible KV Cache Transfer** + **Pros**: - Enables in-place rollout strategy for [Update Dynamo Worker Version](#update-dynamo-worker-version) and [Update Frontend Worker Version](#update-frontend-worker-version) @@ -774,17 +728,62 @@ In this case, we would limit the subset of things a user can update on the DGD s - In the case of [Incompatible KV Cache Transfer during Rollout](#incompatible-kv-cache-transfer-during-rollout) or [Different MDC Checksums during Rollout](#different-mdc-checksums-during-rollout), the user would need to perform a rollout at a higher level than Dynamo DGD (blue/green with Ingress traffic splitting) - Two DGDs == two units of gang scheduling/termination and topology awareness -## 10.3 Enable Multiple MDCs per Model (No Support for Worker Group Isolation) +# Appendix -In this case, a user can make any update to the DGD spec in order to perform a rollout. The Dynamo Core Lib would be updated to support multiple MDCs per model engine. This would solve for [Update Dynamo Worker Version](#update-dynamo-worker-version), [Update Frontend Worker Version](#update-frontend-worker-version) and [Different MDC Checksums during Rollout](#different-mdc-checksums-during-rollout). +## 1 Rollout Strategies in K8s AI Model Deployment Ecosystem -However, this would not solve for [Incompatible KV Cache Transfer during Rollout](#incompatible-kv-cache-transfer-during-rollout) as their is no worker group isolation (all workers new/old in the same namespace). Also, it is not clear to the user what would make KV cache transfer incompatible. +### 1.1 Deployments -**Pros**: +The core Kubernetes `Deployment` resource has [two strategies for rolling out updates:](https://kubernetes.io/docs/concepts/workloads/controllers/deployment/#strategy) `RollingUpdate` and `Recreate`. + +- `RollingUpdate` is the default strategy where Pods are updated by gradually scaling down the old `ReplicaSet` and scaling up the new `ReplicaSet`. + - Optional field `maxUnavailable` specifies the maximum number of Pods that can be unavailable during the update. + - Optional field `maxSurge` specifies the maximum number of Pods that can be created above the desired number of Pods. +- `Recreate` strategy will delete all existing Pods before the new ones are created. -- Enables in-place rollout strategy for [Update Dynamo Worker Version](#update-dynamo-worker-version), [Update Frontend Worker Version](#update-frontend-worker-version) and [Different MDC Checksums during Rollout](#different-mdc-checksums-during-rollout) +### 1.2 StatefulSets -**Cons**: +The core [Kubernetes `StatefulSet` resource](https://kubernetes.io/docs/reference/kubernetes-api/workload-resources/stateful-set-v1/) has two `updateStrategy` options: `RollingUpdate` and `OnDelete`. + +- `RollingUpdate` is the default strategy where Pods are updated in sequence (highest index -> lowest index) one Pod at a time. + - Optional field `maxUnavailable` specifies the maximum number of Pods that can be unavailable during the update (default is 1). + - Optional field `partition` indicates the ordinal at which the StatefulSet should be paritioned for updates (default is 0 - all Pods are updated). +- `OnDelete` is the legacy behavior where Pods are only updated when they are manually deleted. + +_Note that there is no `maxSurge` for `RollingUpdate` strategy as stable Pod identity (index) is important for exclusive PVCs and deterministic startup/shutdown ordering_ + +### 1.3 LeaderWorkerSet + +The `LeaderWorkerSet` resource has a single [`RolloutStrategy` `RollingUpdate`](https://github.com/kubernetes-sigs/lws/blob/main/api/leaderworkerset/v1/leaderworkerset_types.go) + +- Optional field `partition` behaves the same as StatefulSet `RollingUpdate` `partition` field. +- Optional field `maxUnavailable` behaves the same as StatefulSet `RollingUpdate` `maxUnavailable` field. +- Optional field `maxSurge` behaves the same as Deployment `RollingUpdate` `maxSurge` field. + +_Note that LWS does support `maxSurge`. Example of how it works [here](https://lws.sigs.k8s.io/docs/concepts/rollout-strategy/)_ + +### 1.4 Gateway API Inference Extension + +The Gateway API Inference Extension (GAIE) does not control the `Model Server` itself (the piece that is actually running the model inference). Example of a [vllm Model Server Deployment](https://github.com/kubernetes-sigs/gateway-api-inference-extension/blob/main/config/manifests/vllm/gpu-deployment.yaml) + +Since GAIE is just a Gateway that is routing between `InferencePool`s (`Model Server` grouping for a single model), they [expect the user to create another `Model Server` Deployment themselves and use an `HTTPRoute` to split traffic between the new and old `InferencePool`](https://gateway-api-inference-extension.sigs.k8s.io/guides/inferencepool-rollout/). This enables canary or blue/green rollout strategies but the way the `Model Server` is rolled out for updates is on the user. + +_Note that llm-d uses GAIE and Deployment (single-node) and LeaderWorkerSet (multi-node) for model serving so it inherits both of their rollout strategies._ + +### 1.5 CentML Platform + +The CentML Platform leverages [`Argo Rollouts`](https://argo-rollouts.readthedocs.io/en/stable/) to enable an [automated canary rollout strategy](https://github.com/CentML/platform/blob/main/catalog/src/catalog/inference_deployment_v3/templates/rollout.yaml). + +Argo Rollouts are designed to be a drop in replacement of `Deployment` where the PodSpec is the same but the `.spec.strategy` has more powerful capabilities. + +- An example is a canary style rollout where you can define an [`Analysis`](https://argo-rollouts.readthedocs.io/en/stable/features/analysis/) that can query custom metrics and define success/failure conditions, the step size, traffic weighting and rollout speed + +_Future inspiration for how a user can perform a canary rollout that monitors SLOs (TTFT, ITL) of new set of workers during rollout._ + +### 1.6 AIBrix + +### 1.7 OME + +### 1.8 Canary Rollout -- Makes the Dynamo Core Lib more complex as it needs to support multiple MDCs per model engine. -- Does not solve for [Incompatible KV Cache Transfer during Rollout](#incompatible-kv-cache-transfer-during-rollout) case +### 1.9 Blue/Green Rollout From 7c021ffde1920e5e9bcf41467ae18b5be063972d Mon Sep 17 00:00:00 2001 From: tmontfort Date: Wed, 29 Oct 2025 08:52:37 -0700 Subject: [PATCH 11/11] fix formatting --- deps/NNNN-roll-out-strategy/NNNN-roll-out-strategy.md | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/deps/NNNN-roll-out-strategy/NNNN-roll-out-strategy.md b/deps/NNNN-roll-out-strategy/NNNN-roll-out-strategy.md index 8b1420d1..8805412b 100644 --- a/deps/NNNN-roll-out-strategy/NNNN-roll-out-strategy.md +++ b/deps/NNNN-roll-out-strategy/NNNN-roll-out-strategy.md @@ -574,7 +574,9 @@ _Note that the `maxUnavailable` and `maxSurge` field is supported at the `DGD` s - [Different MDC Checksums during Rollout](#different-mdc-checksums-during-rollout) - in a `RollingUpdate` scenario or with a canary rollout using worker groups, set A and set B will have hashes appended to isolate them. This assumes the Core Dynamo Lib can be updated to support multiple `Client`s per model engine and load balance traffic across. - [Incompatible KV Cache Transfer during Rollout](#incompatible-kv-cache-transfer-during-rollout) - similar to [Different MDC Checksums during Rollout](#different-mdc-checksums-during-rollout), set A and set B will have different namespaces, so communication between set A and set B will not occur. - **Enhances User Functionality:** + +**Enhances User Functionality:** + - If using `workerGroupName` solution, a DGD can support the Hierarchical Planner proposal where multiple configurations of the same model can be deployed in the same DGD (do note that the SLO routing logic is not specified - would need to be solved). - Adds support for a canary rollout strategy where a user can deploy X% of new model workers within a DGD and monitor SLOs for the new workers before gradually scaling down old set/scaling up new set.

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