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[Orleans] Silo Metadata and Placement Filtering
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--- | ||
title: Grain placement filtering | ||
description: Learn about grain placement filtering in Microsoft Orleans. | ||
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ms.date: 01/08/2025 | ||
--- | ||
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# Grain placement filtering | ||
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Glain placement filtering in Orleans allows developers additional control over the placement of grains within a cluster. It works in conjunction with placement strategies, adding an additional layer of filtering to determine candidate silos for grain activation. | ||
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This filterting takes place before candidate silos are passed on to the configured placement method allowing for more flexibility and reuse of the filters. | ||
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For example, the existing `PreferLocal` placement strategy is hard coded to fall back to `Random` placement if the local silo is unable to host the grain type. But by using filters, a `PreferLocalPlacementFilter` could be implemented to filter down to either the local silo or all compatible silos. Then any placement strategy (`Random`, `ResourceOptimizedPlacement`, `ActivationCount`, etc.) could be configured for that grain type. This allows for any set of filters and any placement strategy to be configured for a grain type. | ||
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## How placement filtering works | ||
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Placement filtering operates as an additional step in the grain placement process. After all compatible silos for the grain type are identified, all placement filters configured for that grain type, if any, are applied to allow further refinement of the selection by eliminating silos that do not meet the defined criteria. | ||
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### Ordering | ||
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Filters running in different orders may result in different behavior so explicit ordering is required when two or more filters are defined on a type. This needs to be configured with the `order:` parameter, as the type metadata pulled at runtime may return the attributes on a type in a different order from how they appear in the source code. Ordering must have unique values so an explicit ordering can be determined. | ||
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## Built-in filters | ||
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Orleans provides various built-in filters for you to choose from. However, if you are unable to find one that suits your needs you can always [implement your own](#implement-placement-filters). | ||
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### Silo metadata | ||
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These filters work with [*Silo Metadata*](../host/configuration-guide/silo-metadata.md) to filter candidate silos. | ||
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#### `RequiredMatchSiloMetadata` | ||
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Silo Metadata is used to filter candidate silos to only ones that matches all of the specified metadata keys with the calling silo. If there are no compatible silos that match all of the keys then an empty set of silos will be returned and placement will ultimately fail for the grain. | ||
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#### `PreferredMatchSiloMetadata` | ||
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This filtering will attempt to select only silos that match all of the configured metadata keys with the values of the calling silo. However, instead of returning an empty set if there are not matches as the above Required filtering this will then fall back to partial matches. The first configured metadata key is dropped and a match is made against the remaining keys. This will continue, dropping the initial keys, until a sufficient number of matches are made. If there are not any compatible silos that match *any* of the metadata keys, then all of the candidate silos are returned. | ||
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The `minCandidates` value configures how many candidates must be found to stop the filtering process. This value is used to prevent a single silo or small number of silos from getting quickly overloaded if the match were that small. | ||
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If `minCandidates` were not considered, then there could be a scenario where there are a large number of silos but only one silo that best matches the configured metadata keys. All placements would be concentrated on that one silo despite having many more available that could host activations. The purpose of `minCandidates` is to allow for a balance between preferring only best matches and avoiding hot silos. It is often desirable to not focus activation (or do scheduling in general) on one target. Set it to a value larger than 1 to ensure a minimum candidate set size so that future placement decisions are able to avoid concentrating activations on one or a few hot silos. Note that this config is a minimum value; more candidates could be returned. If you would prefer most specific matching only then set `minCandidates: 1` to always prefer best match. This might be preferable in specific use cases where there is low activation throughput and where there is a great penalty when moving to a less specific match from a more specific one. In general use, the default value of 2 should be used (and not need to be specified in the attribute). | ||
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For example, if filtering on `[PreferredMatchSiloMetadata(["cloud.availability-zone", "cloud.region"], minCandidates:2)]` and there is only one matching silo on both `cloud.availability-zone` and `cloud.region`, then this scenario with `minCandidates: 2` would fail to match on both keys because only one silo matches both metadata keys and that's below the minimum configured size of 2. It would then then fall back to matching only on `cloud.region`. If there were 2 or more silos that match only `cloud.region` then those would get returned. Otherwise, it would fall back to returning all of the candidates. | ||
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## Implement placement filters | ||
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To implement a custom placement filter in Orleans, follow these steps: | ||
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1. **Implementation** | ||
- Create marker Attribute derived from `PlacementFilterAttribute` | ||
- Create Strategy derived from `PlacementFilterStrategy` to manage any configuration values | ||
- Create Director derived from `IPlacementFilterDirector` which contains the filtering logic | ||
- Define the filtering logic in the `Filter` method, which takes a list of candidate silos and returns a filtered list. | ||
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2. **Register the Filter** | ||
- Call `AddPlacementFilter` to register the Strategy and corresponding Director | ||
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3. **Apply the Filter** | ||
- Add the Attribute to a grain class to apply the filter | ||
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Here is an example of a simple custom Placement Filter. It is similar in behavior to using `[PreferLocalPlacement]` without any filter, but this has the advantage of being able to specify any placement method. Whereas `PreferLocalPlacement` falls back to Random placement if the local silo is unable to host a grain, this example has configured `ActivationCountBasedPlacement`. Any other placement could similarly be used with this filter | ||
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```csharp | ||
[AttributeUsage( | ||
AttributeTargets.Class, AllowMultiple = false)] | ||
public class ExamplePreferLocalPlacementFilterAttribute(int order) | ||
: PlacementFilterAttribute( | ||
new ExamplePreferLocalPlacementFilterStrategy(order)); | ||
``` | ||
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```csharp | ||
public class ExamplePreferLocalPlacementFilterStrategy(int order) | ||
: PlacementFilterStrategy(order) | ||
{ | ||
public ExamplePreferLocalPlacementFilterStrategy() : this(0) { } | ||
} | ||
``` | ||
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```csharp | ||
internal class ExamplePreferLocalPlacementFilterDirector( | ||
ILocalSiloDetails localSiloDetails) | ||
: IPlacementFilterDirector | ||
{ | ||
public IEnumerable<SiloAddress> Filter(PlacementFilterStrategy filterStrategy, PlacementTarget target, IEnumerable<SiloAddress> silos) | ||
{ | ||
var siloList = silos.ToList(); | ||
var localSilo = siloList.FirstOrDefault(s => s == localSiloDetails.SiloAddress); | ||
if (localSilo is not null) | ||
{ | ||
return [localSilo]; | ||
} | ||
return siloList; | ||
} | ||
} | ||
``` | ||
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After implementing this filter, it can be registered and applied to grains. | ||
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```csharp | ||
builder.ConfigureServices(services => | ||
{ | ||
services.AddPlacementFilter< | ||
ExamplePreferLocalPlacementFilterStrategy, | ||
ExamplePreferLocalPlacementFilterDirector>(); | ||
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}); | ||
``` | ||
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```csharp | ||
[ExamplePreferLocalPlacementFilter] | ||
[ActivationCountBasedPlacement] | ||
public class MyGrain() : Grain, IMyGrain | ||
{ | ||
// ... | ||
} | ||
``` |
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--- | ||
title: Silo metadata | ||
description: Learn about silo metadata in .NET Orleans. | ||
ms.date: 01/08/2025 | ||
--- | ||
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# Silo metadata | ||
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Silo metadata is a feature in Orleans that allows developers to assign custom metadata to silos within a cluster. This metadata provides a flexible mechanism for annotating silos with descriptive information or specific capabilities. | ||
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This feature is particularly useful in scenarios where different silos have distinct roles, hardware configurations, or other unique characteristics. For example, silos can be tagged based on their region, compute power, or specialized responsibilities within the system. | ||
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Silo metadata lays the groundwork for additional Orleans features, such as [Grain placement filtering](../grains/grain-placement-filtering.md). | ||
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## Key concepts | ||
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Silo metadata introduces a way to attach key-value pairs to silos within an Orleans cluster. This feature allows developers to configure silo-specific characteristics that can be leveraged by Orleans components. | ||
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Silo metadata is represented as an **immutable** dictionary of key-value pairs: | ||
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- **Keys**: Strings that identify the metadata (for example, `"cloud.region"`, `"compute.reservation.type"`). | ||
- **Values**: Strings that describe the corresponding property (for example, `"us-east1"`, `"spot"`). | ||
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## Configuration | ||
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Silo metadata in Orleans is configured using two methods, either .NET configuration or directly in code. | ||
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### Configure Silo metadata with configuration | ||
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Silo metadata can be defined in the app's configuration, such as _appsettings.json_, environment variables, or any other available configuration source. | ||
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#### Example: _appsettings.json_ configuration | ||
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```json | ||
{ | ||
"Orleans": { | ||
"Metadata": { | ||
"cloud.region": "us-east1", | ||
"compute.reservation.type": "spot", | ||
"role": "worker" | ||
} | ||
} | ||
} | ||
``` | ||
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The preceding configuration defines metadata for a Silo, tagging it with: | ||
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- `cloud.region`: `"us-east1"` | ||
- `compute.reservation.type`: `"spot"` | ||
- `role`: `"worker"` | ||
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To apply this configuration, use the following setup in your silo host builder: | ||
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```csharp | ||
var siloBuilder = new SiloHostBuilder() | ||
// Configuration section Orleans:Metadata is used by default | ||
.UseSiloMetadata(); | ||
``` | ||
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Alternatively, an explicit `IConfiguration` or `IConfigurationSection` can be passed in to control where in configuration the metadata is pulled from. | ||
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### Configuring silo metadata in code | ||
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For scenarios requiring programmatic metadata configuration, developers can add metadata directly in the Silo host builder. | ||
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#### Example: Direct Code Configuration | ||
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```csharp | ||
var siloBuilder = new SiloHostBuilder() | ||
.UseSiloMetadata(new Dictionary<string, string> | ||
{ | ||
["cloud.region"] = "us-east1", | ||
["compute.reservation.type"] = "spot", | ||
["role"] = "worker" | ||
}); | ||
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``` | ||
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The preceding example achieves the same result as the JSON configuration but allows metadata values to be computed or loaded dynamically during Silo initialization. | ||
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### Merge configurations | ||
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If both .NET configuration and direct code configuration are used, the direct configuration overrides any conflicting metadata values from the .NET configuration. This allows developers to set defaults with configuration files and dynamically adjust specific metadata during runtime. | ||
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## Usage | ||
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Developers can retrieve metadata through the `ISiloMetadataCache` interface. This interface allows for querying metadata for individual silos across the cluster. Metadata will always be returned from a local cache of metadata that gets updated in the background as cluster membership changes. | ||
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### Access metadata for a specific silo | ||
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The `ISiloMetadataCache` provides a method to retrieve the metadata for a specific silo by its unique identifier (`SiloAddress`). The `ISoloMetadataCache` implementation is registered in the `UseSiloMetadata` method and can be injected as a dependency. | ||
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#### Example: Access metadata for a Silo | ||
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```csharp | ||
var siloMetadata = siloMetadataCache.GetSiloMetadata(siloAddress); | ||
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if (siloMetadata.Metadata.TryGetValue("role", out var role)) | ||
{ | ||
Console.WriteLine($"Silo Role for {siloAddress}: {role}"); | ||
// Execute role-specific logic | ||
} | ||
``` | ||
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In the preceding example: | ||
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- `GetSiloMetadata(siloAddress)` retrieves the metadata for the specified silo. | ||
- Metadata keys like `"role"` can be used to influence application logic. | ||
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## Internal implementation | ||
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Internally, the `SiloMetadataCache` monitors changes in cluster membership on `MembershipTableManager` and keeps a local cache of metadata in sync with membership changes. Metadata is immutable for a given Silo, so it's retrieved once and cached until that Silo leaves the cluster. Cached metadata for clusters that are `Dead` or have left the membership table will be cleared out of the local cache. | ||
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Each silo hosts an `ISystemTarget` that provides that silo's metadata. Calls to `SiloMetadataCache : ISiloMetadataCache` return a result from the local cache. |
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