isolate_manager 6.0.0-rc.8

Create multiple long-lived isolates for the Functions, supports Worker on the Web (with the effective generator) and WASM compilation.

Isolate Manager

Features

• Supports to create multiple Isolates for:
  • A single Function: One IsolateManager instance can be used for only one Function, so that the stream can be used easily when using something like a StreamBuilder (Use the@isolateManagerWorker and @isolateManagerCustomWorker annotations).
  • Multiple Functions: One IsolateManagerShared instance can be used for multiple Functions, it's good for computing multiple Functions and doesn't care much about the stream (Use the @isolateManagerSharedWorker annotation).
• Supports Worker on the Web. If the Worker is unavailable in the working browser or is not configured, the Future (and Stream) will be used.
• Supports WASM compilation on the Web.
• Supports try-catch blocks.
• Multiple compute operations are allowed because the plugin will queue the input data and send it to a free isolate later.

Table Of Contents

• Benchmark
• Setup
• Isolate Manager Shared (For Multiple Functions)
• Isolate Manager (For A Single Function)
  • Basic Usage
  • Custom Function Usage
  • Progress Values (Receives multiple values from a single compute)
• Strategy Of The Queue
  • Compute a priority computation
  • Max number of Queues
  • How a new computation is added if the max queues is exceeded
  • Create a custom strategy
• Try Catch Block
• IsolateType for the IsolateManager
• Progress Values
• Complicated List, Map Functions
• The Generator Options And Flags
• Addtional Information
• Contributions

Benchmark

Execute a recursive Fibonacci function 70 times, computing the sequence for the numbers 30, 33, and 36. The results are in microseconds (On Macbook M1 Pro 14-inch 16Gb RAM).

• VM

Fibonacci	Main App	One Isolate	Three Isolates	Isolate.run
30	755,313	771,500	275,800	772,843
33	3,173,846	3,186,777	1,148,128	3,216,177
36	13,475,199	13,506,222	4,853,034	13,576,593

• Chrome (With Worker supported)

Fibonacci	Main App	One Worker	Three Workers	Isolate.run (Unsupported)
30	2,132,800	544,900	191,100	0
33	9,046,800	2,277,800	803,300	0
36	38,313,000	9,544,300	3,383,500	0

See here for the test details.

Setup

A function used for the Isolate MUST BE a static or top-level function. The @pragma('vm:entry-point') annotation also should be added to this function to ensure that tree-shaking doesn't remove the code since it would be invoked on the native side.

@pragma('vm:entry-point')
int add(List<int> values) {
  return values[0] + values[1];
}

Mobile and Desktop

• No additional setup.

Web

• Compiling to a Javascript Worker is required to use a real Isolate (via Worker) on the Web platform. Without it, the function will be run as an asynchronous function so the UI can be frozen.
• In this instruction, the built-in generator will be used to compile the annotated function into Javascript Worker automatically.
• Required Note: If you want to build functions into Javascript Worker:
  • These functions MUST NOT depend on any Flutter library like dart:ui, material,... The best way is to move these functions into a separate file so we can control the imports easily.
  • The Worker's input parameters and the return type can be a Dart primitive types (like int, double, String and bool), a Map<dynamic, dynamic> or a List<dynamic>.

IsolateManagerShared Method

void main() async {
  // Create 3 isolateShared to solve the problems
  final isolateShared = IsolateManager.createShared(
    concurrent: 3, 

    // Remove this line (or set it to `false`) if you don't want to use the Worker
    useWorker: true, 

    // Add this mappings so we can ignore the `workerName` parameter 
    // when using the `compute` method.
    workerMappings: {
      addFuture : 'addFuture', 
      add : 'add',
    }  
  );


  // Compute the values. The return type and parameter type will respect the type
  // of the function.
  final added = await isolateShared.compute(
    addFuture, 
    [1.1, 2.2], 
    // workerFunction: 'addFuture', // Ignored because the `workerMappings` is specified
  );
  print('addFuture: 1.1 + 2.2 = $added');

  // Compute the values. The return type and parameter type will respect the type
  // of the function.
  final added = await isolateShared.compute(
    add, 
    [1, 2], 
    // workerFunction: 'add', // Ignored because the `workerMappings` is specified
  );
  print('add: 1 + 2 = $added');
}

@isolateManagerSharedWorker
Future<double> addFuture(List<double> values) async {
  return values[0] + values[1];
}

@isolateManagerSharedWorker
int add(List<int> values) {
  return values[0] + values[1];
}

Run this command to generate a Javascript Worker (named $shared_worker.js inside the web folder):

dart run isolate_manager:generate

Add flag --shared if you want to generate only for the IsolateManagerShared.

IsolateManager Method

Basic Usage

There are multiple ways to use this package. The only thing to notice is that the function has to be a static or top-level function.

main() async {
  final isolate = IsolateManager.create(
      fibonacci, 

      // And the name of the function if you want to use the Worker.
      // Otherwise, you can ignore this parameter.
      workerName: 'fibonacci',
      concurrent: 2,
    );

  isolate.stream.listen((value) {
    print(value);
  });

  final fibo = await isolate(20);
}

@isolateManagerWorker // Remove this annotation if you don't want to use the Worker
int fibonacci(int n) {
  if (n == 0) return 0;
  if (n == 1) return 1;

  return fibonacci(n - 1) + fibonacci(n - 2);
}

Run this command to generate a Javascript Worker:

dart run isolate_manager:generate

Add flag --single if you want to generate only for the IsolateManager.

You can restart or stop the isolate using this method:

await isolateManager.restart();
await isolateManager.stop();

Custom Function Usage

You can control everything with this method when you want to create multiple isolates for a function.

Step 1: Create a function of this form

Let it automatically handles the result and the Exception:

@isolateManagerCustomWorker // Remove this line if you don't want to use the Worker
void customIsolateFunction(dynamic params) {
  IsolateManagerFunction.customFunction<int, int>(
    params,
    onEvent: (controller, message) {
      /* This event will be executed every time the `message` is received from the main isolate */
      return fibonacci(message);
    },
    onInitial: (controller, initialParams) {
       /* This event will be executed before all the other events and only one time. */
    },
    onDispose: (controller) {
       /* This event will be executed after all the other events and should NOT be a `Future` event */
    },
  );
}

Handle the result and the Exception by your self:

@isolateManagerCustomWorker // Remove this line if you don't want to use the Worker
void customIsolateFunction(dynamic params) {
  IsolateManagerFunction.customFunction<Map<String, dynamic>, String>(
    params,
    onEvent: (controller, message) {
      // This event will be executed every time the `message` is received from the main isolate.
      try {
        final result = fibonacci(message);
        controller.sendResult(result);
      } catch (err, stack) {
        controller.sendResultError(IsolateException(err, stack));
      }

      // Just returns something that unused to complete this method.
      return 0;
    },
    onInitial: (controller, initialParams) {
       /* This event will be executed before all the other events. */
    },
    onDispose: (controller) {
       /* This event will be executed after all the other events. */
    },
    autoHandleException: false,
    autoHandleResult: false,
  );
}

Step 2: Create an IsolateManager instance for your own function

final isolateManager = IsolateManager.createCustom(
    customIsolateFunction,
    initialParams: 'This is the initialParams',

    // And the name of the function if you want to use the Worker.
    // Otherwise, you can ignore this parameter.
    workerName: 'customIsolateFunction',
    debugMode: true,
  );

Now you can use everything as the Basic Usage.

Strategy Of The Queue

Compute a priority computation

When you have a computation that you want to compute as soon as possible, you can change the priority parameter to true to promote it to the top of the Queue.

Max number of Queues

You can set the maximum number of the queued computations for an IsolateManager or IsolateManagerShared by changing the maxCount value.

If the maxCount is <= 0, the max number of the queued computations is unlimited.

How a new computation is added if the max queues is exceeded

When creating a new IsolateManager or IsolateManagerShared, you can define the queueStrategy to control how new computations are added to or retrieved from the queue. There are four fundamental strategies:

/// Unlimited queued computations (default).
QueueStrategyUnlimited()

/// Remove the newest computation if the [maxCount] is exceeded.
QueueStrategyRemoveNewest();

/// Remove the oldest computation if the [maxCount] is exceeded.
QueueStrategyRemoveOldest()

/// Discard the new incoming computation if the [maxCount] is exceeded.
QueueStrategyDiscardIncoming()

Create a custom strategy

You can extend the QueueStrategy and use the queues, maxCount and queuesCount to create your own strategy. These are how the basic strategies are created:

class QueueStrategyUnlimited<R, P> extends QueueStrategy<R, P> {
  /// Unlimited queued computations.
  QueueStrategyUnlimited();

  @override
  bool continueIfMaxCountExceeded() {

    // It means the current computation should be added to the Queue
    // without doing anything with the `queues`.
    return true; 
  }
}

class QueueStrategyRemoveNewest<R, P> extends QueueStrategy<R, P> {
  /// Remove the newest computation if the [maxCount] is exceeded.
  QueueStrategyRemoveNewest({super.maxCount = 0});

  @override
  bool continueIfMaxCountExceeded() {
    // Remove the last computation if the Queue (mean the newest one).
    queues.removeLast();

    // It means the current computation should be added to the Queue.
    return true; 
  }
}

class QueueStrategyRemoveOldest<R, P> extends QueueStrategy<R, P> {
  /// Remove the oldest computation if the [maxCount] is exceeded.
  QueueStrategyRemoveOldest({super.maxCount = 0});

  @override
  bool continueIfMaxCountExceeded() {
    // Remove the first computation if the Queue (mean the oldest one).
    queues.removeFirst();

    // It means the current computation should be added to the Queue.
    return true;
  }
}

class QueueStrategyDiscardIncoming<R, P> extends QueueStrategy<R, P> {
  /// Discard the new incoming computation if the [maxCount] is exceeded.
  QueueStrategyDiscardIncoming({super.maxCount = 0});

  @override
  bool continueIfMaxCountExceeded() {

    // It means the current computation should NOT be added to the Queue.
    return false;
  }
}

Try-Catch Block

You can use try-catch to catch exceptions:

try {
  final result = await isolate(-10);
} on SomeException catch (e1) {
  print(e1);
} catch (e2) {
  print(e2);
}

IsolateType for the IsolateManager

• You can use the IsolateTypes when you want to write a function to ensure that it'll be generated to the Worker without unsupported type issue:
  • IsolateNum: Use for num type.
  • IsolateString: Use for String type.
  • IsolateBool: Use for bool type.
  • IsolateList: Use for List of IsolateType type.
  • IsolateMap: Use for Map of IsolateType type.
• The issue behind this new IsolateType is that only those types can be transferred between the main app and the Worker. This issue will be easily resolved if Dart supports union type like: typedef IsolateType = num | String | bool | List<IsolateType> | Map<IsolateType, IsolateType>. Before it happens, I created these IsolateTypes by using the sealed class as a workaround for this issue.
• Here is how to use it:

@isolateManagerWorker
IsolateMap isolateFunction(IsolateList numbers) {
  // Convert from `IsolateList` to `Object`.
  final data = numbers.decode!;

  // Create a Map from `numbers`
  final map = Map.fromEntries(
      data.map(
        (e) => MapEntry(IsolateString('$e'), IsolateNum(e! as num)),
      ),
    );

  // Convert to `IsolateMap`
  final isolateMap = IsolateMap(map);

  // Return as a `IsolateMap`.
  return isolateMap;
}

• There is also a helper to convert from supported Objects to IsolateTypes:

final map = {'k1': 'v1', 'k2': 'v2'};
final isolateType = IsolateType.encode(map);

• These are only helper types to make it easier to write a function for the Worker and are optional.
• This method requires additional computation so if you don't want to use Web Workers then you shouldn't use it.

Progress Values

You can even manage the final result by using this callback, useful when you create your own function that needs to send the progress value before returning the final result:

main() {
  // Create an IsolateManager instance.
  final isolateManager = IsolateManager.createCustom(progressFunction);

  // Get the result.
  final result = await isolateManager.compute(100, callback: (value) {
    // Condition to recognize the progress value. Ex:
    final data = jsonDecode(value);

    if (data.containsKey('progress')) {
      print('This is a progress value: ${data['progress']}');

      // Return `false` to mark this value is not the final.
      return false;
    }

    print('This is a final value: ${data['result']}');

    // Return `true` to mark this value is the final.
    return true;
  });

  print(result); // 100
}

// This is a progress function
@isolateManagerCustomWorker // Add this anotation for a custom function
void progressFunction(dynamic params) {
  IsolateManagerFunction.customFunction<String, int>(
    params,
    onEvent: (controller, message) {
      // This value is sent as the progress values.
      for (int i = 0; i < message; i++) {
        final progress = jsonEncode({'progress' : messsage});
        controller.sendResult(progress);
      }

      // This is a final value.
      return jsonEncode({'result' : messsage});
    },
  );
}

Complicated List, Map Functions

1. List<dynamic>

   main() async {
     final isolate = IsolateManager.create(
       aList,
       workerName: 'aList',
       isDebug: true,
     );
   
     final list = ['a', 'b', 'c'];
     final result = await isolate.compute(list);
     expect(result, equals(list));
   }
   
   @isolateManagerSharedWorker
   @isolateManagerWorker
   List aList(List params) {
     return params;
   }
   

2. Map<dynamic, dynamic>

   main() async {
     final isolate = IsolateManager.create(
       aMap,
       workerName: 'aMap',
       isDebug: true,
     );
     await isolate.start();
   
     final map = {'a': '1', 'b': 2, 'c': 3};
     final result = await isolate.compute(map);
     expect(result, equals(map));
   }
   
   @isolateManagerSharedWorker
   @isolateManagerWorker
   Map aMap(Map params) {
     return params;
   }
   

The Generator Options And Flags

• --single: Generates single Functions only.

• --shared: Generates shared Functions only.

• --in <path> (or -i <path>): Inputted folder.

• --out <path> (or -o <path>): Outputted folder.

• --obfuscate <level>: The obfuscated level of JS (0 to 4). The default is set to 4.

• --debug: Keeps the temp files for debugging.

• If you want to add options or flags to the Dart to Js Compiler, you can add a -- flag before adding those options and flags. Please note that all the arguments after the -- flag will be passed directly into the Dart to Js Compiler. For instance:

  dart run isolate_manager:generate -i test -out test -- -Dkey1=value1 -Dkey2=value2
  

• [Experiment]: Automatically generate the workerMappings for both IsolateManager and IsolateManagerShared by adding a --worker-mappings-experiment=lib/main.dart flag to the generator. Here are the steps of the generator:

  1. Generate a _addWorkerMappings method at the end of the lib/main.dart.
  2. Add all worker mappings by using IsolateManager.addWorkerMapping method.
  3. Add the _addWorkerMappings method to the beginning of the main method.

Additional Information

• Use queuesLength to get the current number of queued computation.

• Use ensureStarted to able to wait for the start method to finish when you want to call the start method manually without await and wait for it later.

• Use isStarted to check if the start method is completed or not.

• The flow of data when using converter or workerConverter: Main -> Isolate or Worker -> Main -> Converter -> Final Result.

• All above examples use top-level functions so the workerName will be the same as the function name. If you use static functions, you have to add the class name like ClassName.functionName to the workerName parameter. For instance:

  class MyIsolateFuncs {
    @isolateManagerWorker
    static String isolateFunc(String params) {
      return params;
    }
  }
  

  Then the IsolateManager should be:

  final isolate = IsolateManager.create(
    MyIsolateFuncs.isolateFunc,
    workerName: 'MyIsolateFuncs.isolateFunc',
  );
  

Contributions

• If you encounter any problems or feel the library is missing a feature, feel free to open an issue. Pull requests are also welcome.

• If you like my work or the free stuff on this channel and want to say thanks, or encourage me to do more, you can buy me a coffee. Thank you so much!