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[8.x] Add ModelRegistryMetadata to Cluster State #125150
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    This commit integrates `MinimalServiceSettings` (introduced in elastic#120560) into the cluster state for all registered models in the `ModelRegistry`. These settings allow consumers to access configuration details without requiring asynchronous calls to retrieve full model configurations. To ensure consistency, the cluster state metadata must remain synchronized with the models in the inference index. If a mismatch is detected during startup, the master node performs an upgrade to load all model settings from the index.
…ic#125242) When retrieving a default inference endpoint for the first time, the system automatically creates the endpoint. However, unlike the `put inference model` action, the `get` action does not redirect the request to the master node. Since elastic#121106, we rely on the assumption that every model creation (`put model`) must run on the master node, as it modifies the cluster state. However, this assumption led to a bug where the get action tries to store default inference endpoints from a different node. This change resolves the issue by preventing default inference endpoints from being added to the cluster state. These endpoints are not strictly needed there, as they are already reported by inference services upon startup. **Note:** This bug did not prevent the default endpoints from being used, but it caused repeated attempts to store them in the index, resulting in logging errors on every usage.
    
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ModelRegistryMetadata has now been backported to 8.19 via elastic#125150. This update ensures that we properly differentiate between nodes running 8.19.x (which supports the new custom metadata) and 9.0.x (which does not). To achieve this, this PR introduces a new `supportsVersion(TransportVersion)` method for `NamedWriteable` and `NamedDiff`, allowing subclasses to customize their backward compatibility behavior.
    
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ModelRegistryMetadata has now been backported to 8.19 via #125150. This update ensures that we properly differentiate between nodes running 8.19.x (which supports the new custom metadata) and 9.0.x (which does not). To achieve this, this PR introduces a new `supportsVersion(TransportVersion)` method for `NamedWriteable` and `NamedDiff`, allowing subclasses to customize their backward compatibility behavior.
    
  afoucret 
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      Mar 21, 2025 
    
    
      
  
    
      
    
  
ModelRegistryMetadata has now been backported to 8.19 via elastic#125150. This update ensures that we properly differentiate between nodes running 8.19.x (which supports the new custom metadata) and 9.0.x (which does not). To achieve this, this PR introduces a new `supportsVersion(TransportVersion)` method for `NamedWriteable` and `NamedDiff`, allowing subclasses to customize their backward compatibility behavior.
    
  smalyshev 
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      Mar 21, 2025 
    
    
      
  
    
      
    
  
ModelRegistryMetadata has now been backported to 8.19 via elastic#125150. This update ensures that we properly differentiate between nodes running 8.19.x (which supports the new custom metadata) and 9.0.x (which does not). To achieve this, this PR introduces a new `supportsVersion(TransportVersion)` method for `NamedWriteable` and `NamedDiff`, allowing subclasses to customize their backward compatibility behavior.
    
  omricohenn 
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      Mar 28, 2025 
    
    
      
  
    
      
    
  
ModelRegistryMetadata has now been backported to 8.19 via elastic#125150. This update ensures that we properly differentiate between nodes running 8.19.x (which supports the new custom metadata) and 9.0.x (which does not). To achieve this, this PR introduces a new `supportsVersion(TransportVersion)` method for `NamedWriteable` and `NamedDiff`, allowing subclasses to customize their backward compatibility behavior.
  
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  Machine learning 
  
    v8.19.0
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Backports the following commits to 8.19: