feat(cw): update bedrock cloudwatch dashboard

apidocs/classes/BedrockCwDashboard.md

@@ -30,7 +30,7 @@ represents the scope for all the resources.
 
 this is a a scope-unique id.
 
-• **props**: [`BedrockCwDashboardProps`](../interfaces/BedrockCwDashboardProps.md)
+• **props**: [`BedrockCwDashboardProps`](../interfaces/BedrockCwDashboardProps.md) = `{}`
 
 user provided props for the construct.
 
@@ -74,7 +74,7 @@ The tree node.
 
 #### Parameters
 
-• **props**: [`ModelMonitoringProps`](../interfaces/ModelMonitoringProps.md)
+• **props**: [`ModelMonitoringProps`](../interfaces/ModelMonitoringProps.md) = `{}`
 
 #### Returns
 
@@ -92,7 +92,7 @@ The tree node.
 
 • **modelId**: `string`
 
-• **props**: [`ModelMonitoringProps`](../interfaces/ModelMonitoringProps.md)
+• **props**: [`ModelMonitoringProps`](../interfaces/ModelMonitoringProps.md) = `{}`
 
 #### Returns
 

apidocs/interfaces/ModelMonitoringProps.md

@@ -10,6 +10,30 @@ The properties for the ModelMonitoringProps class.
 
 ## Properties
 
+### bucketedStepSize?
+
+> `readonly` `optional` **bucketedStepSize**: `string`
+
+***
+
+### imageSize?
+
+> `readonly` `optional` **imageSize**: `string`
+
+***
+
+### inputTokenPrice?
+
+> `readonly` `optional` **inputTokenPrice**: `number`
+
+***
+
+### outputTokenPrice?
+
+> `readonly` `optional` **outputTokenPrice**: `number`
+
+***
+
 ### period?
 
 > `readonly` `optional` **period**: `Duration`

src/patterns/gen-ai/aws-bedrock-cw-dashboard/README.md

@@ -44,7 +44,15 @@ Thanks to @jimini55, @scoropeza, @PaulVincent707, @Ishanrpatel, @lowelljehu and
 
 This construct provides an Amazon CloudWatch dashboard to monitor metrics on Amazon Bedrock models usage. The specific list of metrics created by this construct is available [here](#default-properties).
 
-> **Note:** Native metrics for Amazon Bedrock don't support dimensions beyond model ID. If a single account is hosting multiple workloads in the same region, the Bedrock metrics would be aggregated across all workloads.
+These metrics can be used for a variety of use cases including:
+
+- Comparing latency between different models using the InvocationLatency metric with ModelId dimension
+- Measuring token count (input & output) to assist in purchasing provisioned throughput by analyzing the InputTokenCount and OutputTokenCount
+- Detecting and alerting on throttling with an CloudWatch Alarm with the InvocationThrottles metric
+
+For a specific model, if input/output tokens cost is specified, a widget with on-demand input and total tokens cost will be added. Please refer to the [Amazon Bedrock Pricing page](https://aws.amazon.com/bedrock/pricing/) for details about pricing.
+
+> **Note:** Native runtime metrics for Amazon Bedrock don't support dimensions beyond model ID. If a single account is hosting multiple workloads in the same region, the Bedrock metrics would be aggregated across all workloads.
 
 Here is a minimal deployable pattern definition:
 
@@ -55,13 +63,20 @@ import { Construct } from 'constructs';
 import { Stack, StackProps, Aws } from 'aws-cdk-lib';
 import { BedrockCwDashboard } from '@cdklabs/generative-ai-cdk-constructs';
 
-const bddashboard = new BedrockCwDashboard(this, 'BedrockDashboardConstruct', {});
+const bddashboard = new BedrockCwDashboard(this, 'BedrockDashboardConstruct');
 
 // provides monitoring for a specific model
-bddashboard.addModelMonitoring('claude3haiku', 'anthropic.claude-3-haiku-20240307-v1:0', {});
+bddashboard.addModelMonitoring('claude3haiku', 'anthropic.claude-3-haiku-20240307-v1:0');
+
+// provides monitoring for a specific model with on-demand pricing calculation
+// pricing details are available here: https://aws.amazon.com/bedrock/pricing/
+bddashboard.addModelMonitoring('claude3haiku', 'anthropic.claude-3-haiku-20240307-v1:0', {
+    inputTokenPrice: 0.00025,
+    outputTokenPrice: 0.00125
+});
 
 // provides monitoring of all models
-bddashboard.addAllModelsMonitoring({});
+bddashboard.addAllModelsMonitoring();
 ```
 
 Optionally, you can also use the [Bedrock models](../../../cdk-lib/bedrock/models.ts) to access the modelId:
@@ -75,8 +90,7 @@ import { bedrock, BedrockCwDashboard } from '@cdklabs/generative-ai-cdk-construc
 // provides monitoring for a specific model
 bddashboard.addModelMonitoring(
     'claude3haiku', 
-    bedrock.BedrockFoundationModel.ANTHROPIC_CLAUDE_HAIKU_V1_0.modelId, 
-    {}
+    bedrock.BedrockFoundationModel.ANTHROPIC_CLAUDE_HAIKU_V1_0.modelId
 );
 
 ...
@@ -97,6 +111,15 @@ bddashboard.add_model_monitoring(
     model_id: 'anthropic.claude-3-haiku-20240307-v1:0'
 )
 
+# provides monitoring for a specific model with on-demand pricing calculation
+# pricing details are available here: https://aws.amazon.com/bedrock/pricing/
+bddashboard.add_model_monitoring(
+    model_name: 'claude3haiku',
+    model_id: 'anthropic.claude-3-haiku-20240307-v1:0',
+    input_token_price: 0.00025,
+    output_token_price: 0.00125
+)
+
 # provides monitoring of all models
 bddashboard.add_all_models_monitoring()
 ```
@@ -132,7 +155,7 @@ Parameters
 
 ### addModelMonitoring()
 
-Provide metrics for a specific model id in Bedrock
+Provide runtime metrics for a specific model id in Bedrock. If input/output tokens cost is specified, a widget with on-demand input and total tokens cost will be added.
 
 @param {string} modelName - Model name as it will appear in the dashboard row widget.
 
@@ -142,7 +165,7 @@ Provide metrics for a specific model id in Bedrock
 
 ### addAllModelsMonitoring()
 
-Add a new row to the dashboard providing metrics across all model ids in Bedrock 
+Add a new row to the dashboard providing runtime metrics across all model ids in Bedrock. 
 
 @param {ModelMonitoringProps} props - user provided props for the monitoring.
 
@@ -153,16 +176,27 @@ Out-of-the-box implementation of the construct without any override will set the
 ### Dashboard
 
 - Dashboard name is ```BedrockMetricsDashboard```
+- CfnOutput containing the created CloudWatch dashboard URL
 
 ### addModelMonitoring
 
 - Period (the period over which the specified statistic is applied) is set to one hour
 - The following metrics are displayed for the model specified:
     - InputTokenCount
     - OutputTokenCount
+    - OutputImageCount
     - InvocationLatency (min, max, average)
     - Invocations (sample count)
     - InvocationClientErrors
+    - InvocationServerErrors
+    - InvocationThrottles
+    - LegacyModelInvocations
+If pricing is specified, a new widget will be added with the following metrics:
+    - Input Token Cost
+    - Output Token Cost
+    - Total Token Cost
+
+More details for each one of the metrics can be found in the [documentation](https://docs.aws.amazon.com/bedrock/latest/userguide/monitoring.html#runtime-cloudwatch-metrics)
 
 ### addAllModelsMonitoring
 
@@ -173,6 +207,11 @@ Out-of-the-box implementation of the construct without any override will set the
     - InvocationLatency (min, max, average)
     - Invocations (sample count)
     - InvocationClientErrors
+    - InvocationServerErrors
+    - InvocationThrottles
+    - LegacyModelInvocations
+
+More details for each one of the metrics can be found in the [documentation](https://docs.aws.amazon.com/bedrock/latest/userguide/monitoring.html#runtime-cloudwatch-metrics)
 
 ## Cost
 
@@ -181,6 +220,7 @@ You are responsible for the cost of the AWS services used while running this con
 We recommend creating a budget through [AWS Cost Explorer](http://aws.amazon.com/aws-cost-management/aws-cost-explorer/) to help manage costs. Prices are subject to change. For full details, refer to the pricing webpage for each AWS service used in this solution:
 
 - [Amazon CloudWatch pricing](https://aws.amazon.com/cloudwatch/pricing/)
+- [Amazon Bedrock pricing](https://aws.amazon.com/bedrock/pricing/)
 
 ## Security