What is Pipeline?

Pipeline is the core concept of MaaFramework, describing the execution flow of automated tasks in JSON format. Each Pipeline consists of multiple nodes (Nodes), each defining:

• Recognition algorithm (recognition): How to identify targets on the screen
• Execution action (action): The operation to perform after successful recognition
• Successor nodes (next): The next step to execute after completing the current node

Protocol Version

M9A is based on MaaFramework v5.1+ and uses the Pipeline v2 protocol:

{
    "NodeName": {
        "recognition": {
            "type": "OCR",
            "param": {
                "roi": [100, 100, 200, 50],
                "expected": ["Confirm"]
            }
        },
        "action": {
            "type": "Click"
        },
        "next": ["NextNode"]
    }
}

Tips

The v2 protocol unifies recognition and action-related parameters into type and param fields for a clearer structure. For detailed protocol specifications, refer to MaaFramework Pipeline Protocol.

Basic Structure and Execution Flow

Node Execution Order

Pipeline executes according to the following flow:

1. Start from the entry node
2. Check nodes in the next list sequentially
3. Execute the action of the first matching node
4. Use that node as the new current node, repeat step 2
5. Continue until next is empty or timeout occurs, ending the task

Node Connection Mechanism

Nodes are connected through the next field, supporting node attribute syntax:

{
    "StartTask": {
        "next": [
            "CheckStatus",           // Regular node
            "[JumpBack]HandleError"  // Node with JumpBack attribute
        ]
    }
}

JumpBack Mechanism (v5.1+ new feature, replaces deprecated interrupt and is_sub):

• Nodes marked with [JumpBack] return to the parent node after execution
• Suitable for exception handling, popup closing, and similar scenarios

Example flow:

graph LR
    A[Task Entry] --> |next| B[Check Status]
    A --> |next| C["[JumpBack]Handle Exception"]
    C --> |Return after execution| A
    A --> |Continue| D[Next Step]

M9A Writing Standards

File and Resource Naming

To ensure resource consistency and aesthetics, follow these rules:

Pipeline JSON Files:

• Generally use snake_case: all_in.json, combat_stage.json
• Event-related files use PascalCase: LondonDawning.json

Image Files:

• Use PascalCase: OpenReplaysTimes.png, StartButton.png
• Organize by function into corresponding folders under image/

Image Folder Structure:

• Each pipeline JSON corresponds to one image folder
• Event images are unified in image/Combat/Activity/

Node Naming Standards

Review existing files and maintain consistent style.

Writing Best Practices

Node Connection Principles

• next field: Place exit nodes of the current node, marking completion of staged tasks
• [JumpBack] nodes: Used for exception handling, popup closing, etc., returning to parent after execution
• Reduce coupling: Design highly reusable nodes (like BackButton) as [JumpBack] nodes
• Self-loop: In some cases, add the node to its own next (handling cases where operations don't take effect)
• Page transitions: Add post_wait_freezes field, set time and target to ensure interface stability
• Swipe operations: Add click operation after swiping to ensure screen stability

JumpBack Usage Example:

{
    "ActivityMain": {
        "recognition": {
            "type": "TemplateMatch",
            "param": { "template": "ActivityMainPage.png" }
        },
        "next": [
            "StartBattle",
            "[JumpBack]ClosePopup",
            "[JumpBack]BackToMain"
        ]
    },
    "ClosePopup": {
        "doc": "Close possible popups",
        "recognition": {
            "type": "TemplateMatch",
            "param": { "template": "CloseButton.png" }
        },
        "action": {
            "type": "Click"
        }
    }
}

Cautions

• Use inverse cautiously: May lead to unpredictable tasks, if necessary use with post_wait_freezes to ensure state
• Avoid unconditional matching: DirectHit type nodes have no judgment conditions, may cause unexpected loops
• Priority order: Nodes in next should be arranged from high to low priority, avoid priority inversion
• Match frequency optimization: Nodes with same priority can be sorted by match frequency to improve hit efficiency

Priority Sorting Example:

Assume the following scenario:
- Node B: Detect small popup (high priority, low frequency)
- Node A: Detect main interface (low priority, high frequency)

If A can still match when popup appears, must use:
  "next": ["B", "A"]  // ✓ B has higher priority, check first
Instead of:
  "next": ["A", "B"]  // ✗ Will fail to handle B and get stuck on A

Comment Standards

In pipeline.json files, there are two types of comment attribute fields:

1. .*_doc$|^doc$: Strings ending with _doc or exactly doc, used for descriptions
2. .*_code$|^code$: Strings ending with _code or exactly code, used for required field placeholders

Example (Pipeline v2 format):

{
    "EnterTheActivityMain": {
        "doc": "Enter current event main interface",
        "template_code": "Modify template in interface.json",
        "recognition": {
            "type": "TemplateMatch",
            "param": {
                "roi": [885, 123, 340, 183]
            }
        },
        "action": {
            "type": "Click"
        },
        "post_wait_freezes": {
            "time": 500,
            "target": [0, 179, 190, 541]
        }
    }
}

Explanation:

• doc: Functional description of current node
• template_code: Required field placeholder, prompts to configure template in interface.json

Why do we need _code fields?

When recognition.type is TemplateMatch, the template field is required. However, in actual projects, we typically configure template uniformly in interface.json rather than hardcoding it in each pipeline JSON. Therefore, template_code is used as a placeholder to remind developers to configure it in the correct location.

Practical Examples

The following are real examples extracted from M9A project's all_in.json, demonstrating the practical application of Pipeline v2 protocol:

Example 1: Battle Entry Detection

{
    "CombatEntering": {
        "recognition": {
            "type": "TemplateMatch",
            "param": {
                "roi": [0, 5, 90, 70]
            }
        },
        "action": {
            "type": "DoNothing"
        },
        "next": [
            "TargetCountProgress",
            "[JumpBack]CombatEntering"
        ]
    },
    "TargetCountProgress": {
        "recognition": {
            "type": "TemplateMatch",
            "param": {
                "roi": [1118, 34, 140, 37]
            }
        },
        "action": {
            "type": "DoNothing"
        },
        "next": ["StageChoose"]
    }
}

Analysis:

• CombatEntering detects battle entry interface
• Uses [JumpBack]CombatEntering to implement self-loop, ensuring interface loading completion
• TargetCountProgress serves as progress marker node, proceeding to stage selection after completion

Example 2: Page Transition and Waiting

{
    "OpenReplaysTimes": {
        "recognition": {
            "type": "TemplateMatch",
            "param": {
                "roi": [855, 615, 80, 45]
            }
        },
        "action": {
            "type": "Click"
        },
        "post_wait_freezes": {
            "time": 800,
            "target": [563, 307, 155, 92]
        },
        "next": ["ChangeReplaysTimes"]
    }
}

Analysis:

• Clicks to open replay times settings
• Uses post_wait_freezes to wait for popup stabilization (800ms)
• target specifies popup area, ensuring popup is fully displayed before continuing

Example 3: JumpBack Exception Handling

{
    "StageChoose": {
        "recognition": {
            "type": "TemplateMatch",
            "param": {
                "roi": [0, 59, 1280, 661]
            }
        },
        "action": {
            "type": "Click",
            "param": {
                "target": true
            }
        },
        "next": [
            "TargetCountProgress",
            "StageChoose",
            "[JumpBack]BackButton"
        ]
    },
    "BackButton": {
        "recognition": {
            "type": "TemplateMatch",
            "param": {
                "roi": [23, 14, 60, 50]
            }
        },
        "action": {
            "type": "Click"
        }
    }
}

Analysis:

• StageChoose performs stage selection operation
• [JumpBack]BackButton handles accidentally entering other interfaces (returns and re-identifies StageChoose's next list)
• BackButton doesn't set next, serves as pure utility node for reuse across multiple locations

Reference Resources

• MaaFramework Task Pipeline Protocol
• MaaFramework Project Interface Protocol