feat(ecs): add validation checks to memory cpu combinations of FARGAT…

…E compatible task definitions (#30166)

### Issue # (if applicable)

Closes #22216

### Reason for this change

Adds a validation that would point out invalid CPU - Memory limits for a FARGATE compatible task definition. This is based on the document https://docs.aws.amazon.com/AmazonECS/latest/developerguide/task-cpu-memory-error.html

### Description of changes

Added a `validateFargateTaskDefinitionMemoryCpu` method in the base task definition and run this validation when a task definition has FARGATE in requiresCompatibilities. 

This is in line with the ECS requirement that even if a task definition has EC2 compatibility (along with FARGATE), FARGATE validations apply

### Description of how you validated changes 

Validated the changes by providing incorrect as well as correct values, fixed all the invalid combinations that are present in the unit tests

### Checklist
- [x] My code adheres to the [CONTRIBUTING GUIDE](https://github.com/aws/aws-cdk/blob/main/CONTRIBUTING.md) and [DESIGN GUIDELINES](https://github.com/aws/aws-cdk/blob/main/docs/DESIGN_GUIDELINES.md)

----

*By submitting this pull request, I confirm that my contribution is made under the terms of the Apache-2.0 license*

packages/@aws-cdk-testing/framework-integ/test/aws-ecs/test/integ.fargate-task-def.js.snapshot/aws-ecs-fargate-task-def.template.json

@@ -0,0 +1,87 @@
+{
+ "Resources": {
+  "TaskDefTaskRole1EDB4A67": {
+   "Type": "AWS::IAM::Role",
+   "Properties": {
+    "AssumeRolePolicyDocument": {
+     "Statement": [
+      {
+       "Action": "sts:AssumeRole",
+       "Effect": "Allow",
+       "Principal": {
+        "Service": "ecs-tasks.amazonaws.com"
+       }
+      }
+     ],
+     "Version": "2012-10-17"
+    }
+   }
+  },
+  "TaskDef54694570": {
+   "Type": "AWS::ECS::TaskDefinition",
+   "Properties": {
+    "ContainerDefinitions": [
+     {
+      "Essential": true,
+      "Image": "amazon/amazon-ecs-sample",
+      "Name": "SampleContainer",
+      "PortMappings": [
+       {
+        "ContainerPort": 80,
+        "HostPort": 80,
+        "Protocol": "tcp"
+       }
+      ]
+     }
+    ],
+    "Cpu": "256",
+    "Family": "awsecsfargatetaskdefTaskDef69F258AC",
+    "Memory": "512",
+    "NetworkMode": "awsvpc",
+    "RequiresCompatibilities": [
+     "FARGATE"
+    ],
+    "TaskRoleArn": {
+     "Fn::GetAtt": [
+      "TaskDefTaskRole1EDB4A67",
+      "Arn"
+     ]
+    }
+   }
+  }
+ },
+ "Parameters": {
+  "BootstrapVersion": {
+   "Type": "AWS::SSM::Parameter::Value<String>",
+   "Default": "/cdk-bootstrap/hnb659fds/version",
+   "Description": "Version of the CDK Bootstrap resources in this environment, automatically retrieved from SSM Parameter Store. [cdk:skip]"
+  }
+ },
+ "Rules": {
+  "CheckBootstrapVersion": {
+   "Assertions": [
+    {
+     "Assert": {
+      "Fn::Not": [
+       {
+        "Fn::Contains": [
+         [
+          "1",
+          "2",
+          "3",
+          "4",
+          "5"
+         ],
+         {
+          "Ref": "BootstrapVersion"
+         }
+        ]
+       }
+      ]
+     },
+     "AssertDescription": "CDK bootstrap stack version 6 required. Please run 'cdk bootstrap' with a recent version of the CDK CLI."
+    }
+   ]
+  }
+ }
+}