chore(api): upgrade graphon to v0.6.0, migrate HITL logic back to Dify

[QuantumGhost]

Summary

Closes #38224
Supersedes #38225

Screenshots

Before	After
...	...

Checklist

• This change requires a documentation update, included: Dify Document
• I understand that this PR may be closed in case there was no previous discussion or issues. (This doesn't apply to typos!)
• I've added a test for each change that was introduced, and I tried as much as possible to make a single atomic change.
• I've updated the documentation accordingly.
• I ran make lint && make type-check (backend) and cd web && pnpm exec vp staged (frontend) to appease the lint gods

[github-actions]

Pyrefly Diff

base → PR

--- /tmp/pyrefly_base.txt	2026-07-02 06:17:53.891634249 +0000
+++ /tmp/pyrefly_pr.txt	2026-07-02 06:17:38.228600123 +0000
@@ -724,10 +724,12 @@
    --> tests/test_containers_integration_tests/core/rag/retrieval/test_dataset_retrieval_integration.py:593:23
 ERROR Object of class `NoneType` has no attribute `id` [missing-attribute]
    --> tests/test_containers_integration_tests/core/rag/retrieval/test_dataset_retrieval_integration.py:603:23
+ERROR Argument `core.workflow.nodes.human_input.entities.HumanInputNodeData` is not assignable to parameter `data` with type `graphon.nodes.human_input.entities.HumanInputNodeData` in function `graphon.nodes.human_input.human_input_node.HumanInputNode.__init__` [bad-argument-type]
+   --> tests/test_containers_integration_tests/core/workflow/test_human_input_resume_node_execution.py:126:14
 ERROR Argument `Connection | Engine` is not assignable to parameter `session_factory` with type `Engine | sessionmaker[Unknown]` in function `core.repositories.sqlalchemy_workflow_execution_repository.SQLAlchemyWorkflowExecutionRepository.__init__` [bad-argument-type]
-   --> tests/test_containers_integration_tests/core/workflow/test_human_input_resume_node_execution.py:265:29
+   --> tests/test_containers_integration_tests/core/workflow/test_human_input_resume_node_execution.py:269:29
 ERROR Argument `Connection | Engine` is not assignable to parameter `session_factory` with type `Engine | sessionmaker[Unknown]` in function `core.repositories.sqlalchemy_workflow_node_execution_repository.SQLAlchemyWorkflowNodeExecutionRepository.__init__` [bad-argument-type]
-   --> tests/test_containers_integration_tests/core/workflow/test_human_input_resume_node_execution.py:271:29
+   --> tests/test_containers_integration_tests/core/workflow/test_human_input_resume_node_execution.py:275:29
 ERROR Argument `Literal['owner']` is not assignable to parameter `role` with type `SQLCoreOperations[TenantAccountRole] | TenantAccountRole` in function `models.account.TenantAccountJoin.__init__` [bad-argument-type]
   --> tests/test_containers_integration_tests/helpers/execution_extra_content.py:48:14
 ERROR Returned type `int | str` is not assignable to declared return type `str` [bad-return]
@@ -745,9 +747,9 @@
 ERROR Cannot instantiate `DifyAPISQLAlchemyWorkflowNodeExecutionRepository` because the following members are abstract: `save`, `save_execution_data`, `get_by_workflow_execution` [bad-instantiation]
    --> tests/test_containers_integration_tests/repositories/test_sqlalchemy_api_workflow_node_execution_repository.py:122:70
 ERROR Class member `_TestWorkflowRunRepository.save` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
-  --> tests/test_containers_integration_tests/repositories/test_sqlalchemy_api_workflow_run_repository.py:44:9
+  --> tests/test_containers_integration_tests/repositories/test_sqlalchemy_api_workflow_run_repository.py:45:9
 ERROR Generator function should return `Generator` [bad-return]
-   --> tests/test_containers_integration_tests/repositories/test_sqlalchemy_api_workflow_run_repository.py:138:56
+   --> tests/test_containers_integration_tests/repositories/test_sqlalchemy_api_workflow_run_repository.py:139:56
 ERROR Argument `str | None` is not assignable to parameter `tenant_id` with type `str` in function `_create_node_execution_model` [bad-argument-type]
    --> tests/test_containers_integration_tests/repositories/test_sqlalchemy_workflow_node_execution_repository.py:181:23
 ERROR Argument `str | None` is not assignable to parameter `tenant_id` with type `str` in function `_create_node_execution_model` [bad-argument-type]
@@ -3682,89 +3684,89 @@
 ERROR Argument `SimpleNamespace` is not assignable to parameter `pause_state_config` with type `PauseStateLayerConfig | None` in function `core.app.apps.workflow.app_generator.WorkflowAppGenerator.resume` [bad-argument-type]
    --> tests/unit_tests/core/app/apps/test_workflow_app_generator.py:321:28
 ERROR Argument `SimpleNamespace` is not assignable to parameter `queue_manager` with type `AppQueueManager` in function `core.app.apps.workflow_app_runner.WorkflowBasedAppRunner.__init__` [bad-argument-type]
-  --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:52:55
+  --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:53:55
 ERROR Argument `SimpleNamespace` is not assignable to parameter `queue_manager` with type `AppQueueManager` in function `core.app.apps.workflow_app_runner.WorkflowBasedAppRunner.__init__` [bad-argument-type]
-  --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:59:55
+  --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:60:55
 ERROR Argument `SimpleNamespace` is not assignable to parameter `queue_manager` with type `AppQueueManager` in function `core.app.apps.workflow_app_runner.WorkflowBasedAppRunner.__init__` [bad-argument-type]
-  --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:91:55
+  --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:92:55
 ERROR Argument `SimpleNamespace` is not assignable to parameter `queue_manager` with type `AppQueueManager` in function `core.app.apps.workflow_app_runner.WorkflowBasedAppRunner.__init__` [bad-argument-type]
-   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:120:55
+   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:121:55
 ERROR Argument `SimpleNamespace` is not assignable to parameter `workflow` with type `Workflow` in function `core.app.apps.workflow_app_runner.WorkflowBasedAppRunner._prepare_single_node_execution` [bad-argument-type]
-   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:125:51
+   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:126:51
 ERROR Argument `SimpleNamespace` is not assignable to parameter `queue_manager` with type `AppQueueManager` in function `core.app.apps.workflow_app_runner.WorkflowBasedAppRunner.__init__` [bad-argument-type]
-   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:128:55
+   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:129:55
 ERROR Argument `SimpleNamespace` is not assignable to parameter `workflow` with type `Workflow` in function `core.app.apps.workflow_app_runner.WorkflowBasedAppRunner._get_graph_and_variable_pool_for_single_node_run` [bad-argument-type]
-   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:167:22
+   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:168:22
 ERROR Argument `SimpleNamespace` is not assignable to parameter `queue_manager` with type `AppQueueManager` in function `core.app.apps.workflow_app_runner.WorkflowBasedAppRunner.__init__` [bad-argument-type]
-   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:182:55
+   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:183:55
 ERROR Argument `SimpleNamespace` is not assignable to parameter `workflow` with type `Workflow` in function `core.app.apps.workflow_app_runner.WorkflowBasedAppRunner._get_graph_and_variable_pool_for_single_node_run` [bad-argument-type]
-   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:218:22
+   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:219:22
 ERROR Argument `SimpleNamespace` is not assignable to parameter `queue_manager` with type `AppQueueManager` in function `core.app.apps.workflow_app_runner.WorkflowBasedAppRunner.__init__` [bad-argument-type]
-   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:247:27
+   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:248:27
 ERROR Argument `SimpleNamespace` is not assignable to parameter `variable_loader` with type `VariableLoader` in function `core.app.apps.workflow_app_runner.WorkflowBasedAppRunner.__init__` [bad-argument-type]
-   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:248:29
+   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:249:29
 ERROR Argument `SimpleNamespace` is not assignable to parameter `workflow` with type `Workflow` in function `core.app.apps.workflow_app_runner.WorkflowBasedAppRunner._get_graph_and_variable_pool_for_single_node_run` [bad-argument-type]
-   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:311:22
+   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:312:22
 ERROR Object of class `NoneType` has no attribute `value` [missing-attribute]
-   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:320:16
+   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:321:16
 ERROR Argument `TestWorkflowBasedAppRunner.test_handle_graph_run_events_and_pause_notifications._QueueManager` is not assignable to parameter `queue_manager` with type `AppQueueManager` in function `core.app.apps.workflow_app_runner.WorkflowBasedAppRunner.__init__` [bad-argument-type]
-   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:329:55
+   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:330:55
 ERROR Argument `SimpleNamespace` is not assignable to parameter `workflow_entry` with type `WorkflowEntry` in function `core.app.apps.workflow_app_runner.WorkflowBasedAppRunner._handle_event` [bad-argument-type]
-   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:355:30
+   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:366:30
 ERROR Argument `SimpleNamespace` is not assignable to parameter `workflow_entry` with type `WorkflowEntry` in function `core.app.apps.workflow_app_runner.WorkflowBasedAppRunner._handle_event` [bad-argument-type]
-   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:356:30
+   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:367:30
 ERROR Argument `SimpleNamespace` is not assignable to parameter `workflow_entry` with type `WorkflowEntry` in function `core.app.apps.workflow_app_runner.WorkflowBasedAppRunner._handle_event` [bad-argument-type]
-   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:357:30
+   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:368:30
 ERROR Type `object` is not iterable [not-iterable]
-   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:359:69
+   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:370:69
 ERROR Type `object` is not iterable [not-iterable]
-   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:360:71
+   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:371:71
 ERROR Type `object` is not iterable [not-iterable]
-   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:361:39
+   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:372:39
 ERROR Argument `TestWorkflowBasedAppRunner.test_handle_node_events_publishes_queue_events._QueueManager` is not assignable to parameter `queue_manager` with type `AppQueueManager` in function `core.app.apps.workflow_app_runner.WorkflowBasedAppRunner.__init__` [bad-argument-type]
-   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:372:55
+   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:383:55
 ERROR Argument `SimpleNamespace` is not assignable to parameter `workflow_entry` with type `WorkflowEntry` in function `core.app.apps.workflow_app_runner.WorkflowBasedAppRunner._handle_event` [bad-argument-type]
-   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:380:13
-ERROR Argument `SimpleNamespace` is not assignable to parameter `workflow_entry` with type `WorkflowEntry` in function `core.app.apps.workflow_app_runner.WorkflowBasedAppRunner._handle_event` [bad-argument-type]
-   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:390:13
+   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:391:13
 ERROR Argument `SimpleNamespace` is not assignable to parameter `workflow_entry` with type `WorkflowEntry` in function `core.app.apps.workflow_app_runner.WorkflowBasedAppRunner._handle_event` [bad-argument-type]
    --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:401:13
 ERROR Argument `SimpleNamespace` is not assignable to parameter `workflow_entry` with type `WorkflowEntry` in function `core.app.apps.workflow_app_runner.WorkflowBasedAppRunner._handle_event` [bad-argument-type]
    --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:412:13
 ERROR Argument `SimpleNamespace` is not assignable to parameter `workflow_entry` with type `WorkflowEntry` in function `core.app.apps.workflow_app_runner.WorkflowBasedAppRunner._handle_event` [bad-argument-type]
-   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:428:13
+   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:423:13
+ERROR Argument `SimpleNamespace` is not assignable to parameter `workflow_entry` with type `WorkflowEntry` in function `core.app.apps.workflow_app_runner.WorkflowBasedAppRunner._handle_event` [bad-argument-type]
+   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:439:13
 ERROR Argument `SimpleNamespace` is not assignable to parameter `workflow_entry` with type `WorkflowEntry` in function `core.app.apps.workflow_app_runner.WorkflowBasedAppRunner._handle_event` [bad-argument-type]
-   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:442:13
+   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:453:13
 ERROR Argument `TestWorkflowBasedAppRunner.test_handle_human_input_form_filled_event_preserves_submitted_data._QueueManager` is not assignable to parameter `queue_manager` with type `AppQueueManager` in function `core.app.apps.workflow_app_runner.WorkflowBasedAppRunner.__init__` [bad-argument-type]
-   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:470:55
+   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:481:55
 ERROR Argument `SimpleNamespace` is not assignable to parameter `workflow_entry` with type `WorkflowEntry` in function `core.app.apps.workflow_app_runner.WorkflowBasedAppRunner._handle_event` [bad-argument-type]
-   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:482:13
+   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:493:13
 ERROR Argument `TestWorkflowBasedAppRunner.test_handle_start_node_result_events_project_outputs._QueueManager` is not assignable to parameter `queue_manager` with type `AppQueueManager` in function `core.app.apps.workflow_app_runner.WorkflowBasedAppRunner.__init__` [bad-argument-type]
-   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:559:55
+   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:570:55
 ERROR Argument `SimpleNamespace` is not assignable to parameter `workflow_entry` with type `WorkflowEntry` in function `core.app.apps.workflow_app_runner.WorkflowBasedAppRunner._handle_event` [bad-argument-type]
-   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:577:30
+   --> tests/unit_tests/core/app/apps/test_workflow_app_runner_core.py:588:30
 ERROR Argument `_DummyQueueManager` is not assignable to parameter `queue_manager` with type `AppQueueManager` in function `core.app.apps.workflow_app_runner.WorkflowBasedAppRunner.__init__` [bad-argument-type]
-  --> tests/unit_tests/core/app/apps/test_workflow_app_runner_notifications.py:36:51
+  --> tests/unit_tests/core/app/apps/test_workflow_app_runner_notifications.py:39:51
 ERROR Argument `_DummyWorkflowEntry` is not assignable to parameter `workflow_entry` with type `WorkflowEntry` in function `core.app.apps.workflow_app_runner.WorkflowBasedAppRunner._handle_event` [bad-argument-type]
-  --> tests/unit_tests/core/app/apps/test_workflow_app_runner_notifications.py:52:26
+  --> tests/unit_tests/core/app/apps/test_workflow_app_runner_notifications.py:60:26
 ERROR Class member `_RecordingWorkflowAppRunner._publish_event` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
-  --> tests/unit_tests/core/app/apps/test_workflow_pause_events.py:54:9
+  --> tests/unit_tests/core/app/apps/test_workflow_pause_events.py:55:9
 ERROR Argument `SimpleNamespace` is not assignable to parameter `workflow_entry` with type `WorkflowEntry` in function `core.app.apps.workflow_app_runner.WorkflowBasedAppRunner._handle_event` [bad-argument-type]
-   --> tests/unit_tests/core/app/apps/test_workflow_pause_events.py:110:26
+   --> tests/unit_tests/core/app/apps/test_workflow_pause_events.py:123:26
 ERROR Argument `SimpleNamespace` is not assignable to parameter `application_generate_entity` with type `AdvancedChatAppGenerateEntity | WorkflowAppGenerateEntity` in function `core.app.apps.common.workflow_response_converter.WorkflowResponseConverter.__init__` [bad-argument-type]
-   --> tests/unit_tests/core/app/apps/test_workflow_pause_events.py:138:37
+   --> tests/unit_tests/core/app/apps/test_workflow_pause_events.py:151:37
 ERROR Object of class `StreamResponse` has no attribute `data` [missing-attribute]
-   --> tests/unit_tests/core/app/apps/test_workflow_pause_events.py:259:12
+   --> tests/unit_tests/core/app/apps/test_workflow_pause_events.py:272:12
 ERROR Object of class `StreamResponse` has no attribute `data` [missing-attribute]
-   --> tests/unit_tests/core/app/apps/test_workflow_pause_events.py:260:12
+   --> tests/unit_tests/core/app/apps/test_workflow_pause_events.py:273:12
 ERROR Object of class `StreamResponse` has no attribute `data` [missing-attribute]
-   --> tests/unit_tests/core/app/apps/test_workflow_pause_events.py:263:12
+   --> tests/unit_tests/core/app/apps/test_workflow_pause_events.py:276:12
 ERROR Object of class `StreamResponse` has no attribute `data` [missing-attribute]
-   --> tests/unit_tests/core/app/apps/test_workflow_pause_events.py:280:12
+   --> tests/unit_tests/core/app/apps/test_workflow_pause_events.py:293:12
 ERROR Object of class `StreamResponse` has no attribute `data` [missing-attribute]
-   --> tests/unit_tests/core/app/apps/test_workflow_pause_events.py:281:12
+   --> tests/unit_tests/core/app/apps/test_workflow_pause_events.py:294:12
 ERROR Object of class `StreamResponse` has no attribute `data` [missing-attribute]
-   --> tests/unit_tests/core/app/apps/test_workflow_pause_events.py:284:12
+   --> tests/unit_tests/core/app/apps/test_workflow_pause_events.py:297:12
 ERROR Object of class `FileInputConfig` has no attribute `option_source`
 ERROR Argument `SimpleNamespace` is not assignable to parameter `app_model` with type `App` in function `core.app.apps.workflow.app_config_manager.WorkflowAppConfigManager.get_app_config` [bad-argument-type]
   --> tests/unit_tests/core/app/apps/workflow/test_app_config_manager.py:23:66
@@ -5777,27 +5779,37 @@
 ERROR Cannot set item in `dict[str, str]` [unsupported-operation]
    --> tests/unit_tests/core/workflow/graph_engine/test_mock_nodes.py:866:52
 ERROR Class member `StaticForm.id` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
-  --> tests/unit_tests/core/workflow/graph_engine/test_parallel_human_input_join_resume.py:89:9
-ERROR Class member `StaticForm.submission_token` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
   --> tests/unit_tests/core/workflow/graph_engine/test_parallel_human_input_join_resume.py:93:9
-ERROR Class member `StaticForm.recipients` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
+ERROR Class member `StaticForm.submission_token` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
   --> tests/unit_tests/core/workflow/graph_engine/test_parallel_human_input_join_resume.py:97:9
-ERROR Class member `StaticForm.rendered_content` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
+ERROR Class member `StaticForm.recipients` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
    --> tests/unit_tests/core/workflow/graph_engine/test_parallel_human_input_join_resume.py:101:9
-ERROR Class member `StaticForm.selected_action_id` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
+ERROR Class member `StaticForm.rendered_content` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
    --> tests/unit_tests/core/workflow/graph_engine/test_parallel_human_input_join_resume.py:105:9
-ERROR Class member `StaticForm.submitted_data` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
+ERROR Class member `StaticForm.selected_action_id` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
    --> tests/unit_tests/core/workflow/graph_engine/test_parallel_human_input_join_resume.py:109:9
-ERROR Class member `StaticForm.submitted` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
+ERROR Class member `StaticForm.created_at` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
    --> tests/unit_tests/core/workflow/graph_engine/test_parallel_human_input_join_resume.py:113:9
-ERROR Class member `StaticForm.status` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
+ERROR Class member `StaticForm.submitted_data` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
    --> tests/unit_tests/core/workflow/graph_engine/test_parallel_human_input_join_resume.py:117:9
-ERROR Class member `StaticForm.expiration_time` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
+ERROR Class member `StaticForm.submitted` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
    --> tests/unit_tests/core/workflow/graph_engine/test_parallel_human_input_join_resume.py:121:9
-ERROR Class member `StaticRepo.get_form` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
+ERROR Class member `StaticForm.status` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
+   --> tests/unit_tests/core/workflow/graph_engine/test_parallel_human_input_join_resume.py:125:9
+ERROR Class member `StaticForm.expiration_time` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
    --> tests/unit_tests/core/workflow/graph_engine/test_parallel_human_input_join_resume.py:129:9
+ERROR Class member `StaticRepo.get_form` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
+   --> tests/unit_tests/core/workflow/graph_engine/test_parallel_human_input_join_resume.py:137:9
 ERROR Class member `StaticRepo.create_form` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
-   --> tests/unit_tests/core/workflow/graph_engine/test_parallel_human_input_join_resume.py:135:9
+   --> tests/unit_tests/core/workflow/graph_engine/test_parallel_human_input_join_resume.py:143:9
+ERROR Argument `_TestFileReferenceFactory` is not assignable to parameter `file_reference_factory` with type `DifyFileReferenceFactory | None` in function `core.workflow.nodes.human_input.callback.DifyHITLCallback.__init__` [bad-argument-type]
+   --> tests/unit_tests/core/workflow/graph_engine/test_parallel_human_input_join_resume.py:202:32
+ERROR Argument `core.workflow.nodes.human_input.entities.HumanInputNodeData` is not assignable to parameter `data` with type `graphon.nodes.human_input.entities.HumanInputNodeData` in function `graphon.nodes.human_input.human_input_node.HumanInputNode.__init__` [bad-argument-type]
+   --> tests/unit_tests/core/workflow/graph_engine/test_parallel_human_input_join_resume.py:206:14
+ERROR Argument `_TestFileReferenceFactory` is not assignable to parameter `file_reference_factory` with type `DifyFileReferenceFactory | None` in function `core.workflow.nodes.human_input.callback.DifyHITLCallback.__init__` [bad-argument-type]
+   --> tests/unit_tests/core/workflow/graph_engine/test_parallel_human_input_join_resume.py:218:32
+ERROR Argument `core.workflow.nodes.human_input.entities.HumanInputNodeData` is not assignable to parameter `data` with type `graphon.nodes.human_input.entities.HumanInputNodeData` in function `graphon.nodes.human_input.human_input_node.HumanInputNode.__init__` [bad-argument-type]
+   --> tests/unit_tests/core/workflow/graph_engine/test_parallel_human_input_join_resume.py:222:14
 ERROR Argument `Sequence[type[GraphEngineEvent]]` is not assignable to parameter `expected_sequence` with type `list[type[GraphEngineEvent]]` in function `TableTestRunner._validate_event_sequence` [bad-argument-type]
    --> tests/unit_tests/core/workflow/graph_engine/test_table_runner.py:403:21
 ERROR `graph` is uninitialized [unbound-name]
@@ -6007,47 +6019,57 @@
 ERROR Argument `Response` is not assignable to parameter `response` with type `HttpResponse` in function `graphon.nodes.http_request.entities.Response.__init__` [bad-argument-type]
    --> tests/unit_tests/core/workflow/nodes/http_request/test_http_request_node.py:161:17
 ERROR Class member `_InMemoryFormEntity.id` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
-  --> tests/unit_tests/core/workflow/nodes/human_input/test_entities.py:75:9
-ERROR Class member `_InMemoryFormEntity.submission_token` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
   --> tests/unit_tests/core/workflow/nodes/human_input/test_entities.py:79:9
-ERROR Class member `_InMemoryFormEntity.recipients` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
+ERROR Class member `_InMemoryFormEntity.submission_token` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
   --> tests/unit_tests/core/workflow/nodes/human_input/test_entities.py:83:9
-ERROR Class member `_InMemoryFormEntity.rendered_content` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
+ERROR Class member `_InMemoryFormEntity.recipients` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
   --> tests/unit_tests/core/workflow/nodes/human_input/test_entities.py:87:9
-ERROR Class member `_InMemoryFormEntity.selected_action_id` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
+ERROR Class member `_InMemoryFormEntity.rendered_content` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
   --> tests/unit_tests/core/workflow/nodes/human_input/test_entities.py:91:9
-ERROR Class member `_InMemoryFormEntity.submitted_data` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
+ERROR Class member `_InMemoryFormEntity.selected_action_id` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
   --> tests/unit_tests/core/workflow/nodes/human_input/test_entities.py:95:9
-ERROR Class member `_InMemoryFormEntity.submitted` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
+ERROR Class member `_InMemoryFormEntity.created_at` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
   --> tests/unit_tests/core/workflow/nodes/human_input/test_entities.py:99:9
-ERROR Class member `_InMemoryFormEntity.status` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
+ERROR Class member `_InMemoryFormEntity.submitted_data` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
    --> tests/unit_tests/core/workflow/nodes/human_input/test_entities.py:103:9
-ERROR Class member `_InMemoryFormEntity.expiration_time` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
+ERROR Class member `_InMemoryFormEntity.submitted` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
    --> tests/unit_tests/core/workflow/nodes/human_input/test_entities.py:107:9
+ERROR Class member `_InMemoryFormEntity.status` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
+   --> tests/unit_tests/core/workflow/nodes/human_input/test_entities.py:111:9
+ERROR Class member `_InMemoryFormEntity.expiration_time` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
+   --> tests/unit_tests/core/workflow/nodes/human_input/test_entities.py:115:9
 ERROR Class member `InMemoryHumanInputFormRepository.create_form` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
-   --> tests/unit_tests/core/workflow/nodes/human_input/test_entities.py:120:9
+   --> tests/unit_tests/core/workflow/nodes/human_input/test_entities.py:128:9
 ERROR Class member `InMemoryHumanInputFormRepository.get_form` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
-   --> tests/unit_tests/core/workflow/nodes/human_input/test_entities.py:133:9
+   --> tests/unit_tests/core/workflow/nodes/human_input/test_entities.py:141:9
 ERROR Class member `_TestFileReferenceFactory.build_from_mapping` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
-   --> tests/unit_tests/core/workflow/nodes/human_input/test_entities.py:149:9
+   --> tests/unit_tests/core/workflow/nodes/human_input/test_entities.py:157:9
+ERROR Argument `_TestFileReferenceFactory` is not assignable to parameter `file_reference_factory` with type `DifyFileReferenceFactory | None` in function `core.workflow.nodes.human_input.callback.DifyHITLCallback.__init__` [bad-argument-type]
+   --> tests/unit_tests/core/workflow/nodes/human_input/test_entities.py:188:32
+ERROR Argument `core.workflow.nodes.human_input.entities.HumanInputNodeData` is not assignable to parameter `data` with type `graphon.nodes.human_input.entities.HumanInputNodeData` in function `graphon.nodes.human_input.human_input_node.HumanInputNode.__init__` [bad-argument-type]
+   --> tests/unit_tests/core/workflow/nodes/human_input/test_entities.py:192:14
 ERROR Object of class `HumanInputNodeData` has no attribute `delivery_methods` [missing-attribute]
-   --> tests/unit_tests/core/workflow/nodes/human_input/test_entities.py:325:20
+   --> tests/unit_tests/core/workflow/nodes/human_input/test_entities.py:339:20
 ERROR Object of class `HumanInputNodeData` has no attribute `delivery_methods` [missing-attribute]
-   --> tests/unit_tests/core/workflow/nodes/human_input/test_entities.py:348:20
+   --> tests/unit_tests/core/workflow/nodes/human_input/test_entities.py:362:20
 ERROR Object of class `ExternalRecipient` has no attribute `reference_id` [missing-attribute]
-   --> tests/unit_tests/core/workflow/nodes/human_input/test_entities.py:441:16
+   --> tests/unit_tests/core/workflow/nodes/human_input/test_entities.py:455:16
 ERROR Object of class `BoundRecipient` has no attribute `email` [missing-attribute]
-   --> tests/unit_tests/core/workflow/nodes/human_input/test_entities.py:442:16
+   --> tests/unit_tests/core/workflow/nodes/human_input/test_entities.py:456:16
 ERROR Missing argument `reference_id` in function `core.workflow.human_input_adapter.BoundRecipient.__init__` [missing-argument]
-   --> tests/unit_tests/core/workflow/nodes/human_input/test_entities.py:446:28
+   --> tests/unit_tests/core/workflow/nodes/human_input/test_entities.py:460:28
 ERROR Unexpected keyword argument `user_id` in function `core.workflow.human_input_adapter.BoundRecipient.__init__` [unexpected-keyword]
-   --> tests/unit_tests/core/workflow/nodes/human_input/test_entities.py:446:61
+   --> tests/unit_tests/core/workflow/nodes/human_input/test_entities.py:460:61
 ERROR Unexpected keyword argument `whole_workspace` in function `core.workflow.human_input_adapter.EmailRecipients.__init__` [unexpected-keyword]
-   --> tests/unit_tests/core/workflow/nodes/human_input/test_entities.py:448:38
-ERROR Object of class `SchedulingPause` has no attribute `resolved_default_values` [missing-attribute]
-   --> tests/unit_tests/core/workflow/nodes/human_input/test_entities.py:526:16
+   --> tests/unit_tests/core/workflow/nodes/human_input/test_entities.py:462:38
 ERROR Class member `_TestFileReferenceFactory.build_from_mapping` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
-  --> tests/unit_tests/core/workflow/nodes/human_input/test_human_input_form_filled_event.py:44:9
+  --> tests/unit_tests/core/workflow/nodes/human_input/test_human_input_form_filled_event.py:45:9
+ERROR Argument `_FakeFormRepository` is not assignable to parameter `form_repository` with type `HumanInputFormRepository` in function `core.workflow.nodes.human_input.callback.DifyHITLCallback.__init__` [bad-argument-type]
+  --> tests/unit_tests/core/workflow/nodes/human_input/test_human_input_form_filled_event.py:72:25
+ERROR Argument `_TestFileReferenceFactory` is not assignable to parameter `file_reference_factory` with type `DifyFileReferenceFactory | None` in function `core.workflow.nodes.human_input.callback.DifyHITLCallback.__init__` [bad-argument-type]
+  --> tests/unit_tests/core/workflow/nodes/human_input/test_human_input_form_filled_event.py:74:32
+ERROR Argument `core.workflow.nodes.human_input.entities.HumanInputNodeData` is not assignable to parameter `data` with type `graphon.nodes.human_input.entities.HumanInputNodeData` in function `graphon.nodes.human_input.human_input_node.HumanInputNode.__init__` [bad-argument-type]
+  --> tests/unit_tests/core/workflow/nodes/human_input/test_human_input_form_filled_event.py:78:14
 ERROR Argument `dict[str, list[str] | str]` is not assignable to parameter `node_data` with type `KnowledgeIndexNodeData | dict[str, object]` in function `_build_node` [bad-argument-type]
    --> tests/unit_tests/core/workflow/nodes/knowledge_index/test_knowledge_index_node.py:140:23
 ERROR Argument `dict[str, bool]` is not assignable to parameter `summary_index_setting` with type `SummaryIndexSettingDict | None` in function `core.workflow.nodes.knowledge_index.knowledge_index_node.KnowledgeIndexNode._invoke_knowledge_index` [bad-argument-type]
@@ -6163,11 +6185,11 @@
 ERROR Cannot index into `object` [bad-index]
    --> tests/unit_tests/core/workflow/nodes/webhook/test_webhook_node.py:107:12
 ERROR Argument `list[str]` is not assignable to parameter `approval_channels` with type `list[ApprovalChannel]` in function `core.workflow.human_input_policy.FormDisposition.__new__` [bad-argument-type]
-  --> tests/unit_tests/core/workflow/test_enrich_pause_reasons.py:12:68
+  --> tests/unit_tests/core/workflow/test_enrich_pause_reasons.py:17:68
 ERROR Argument `list[str]` is not assignable to parameter `approval_channels` with type `list[ApprovalChannel]` in function `core.workflow.human_input_policy.FormDisposition.__new__` [bad-argument-type]
-  --> tests/unit_tests/core/workflow/test_enrich_pause_reasons.py:34:92
+  --> tests/unit_tests/core/workflow/test_enrich_pause_reasons.py:39:92
 ERROR Argument `TypeAlias[FormInputConfig, Annotated[FileInputConfig | FileListInputConfig | ParagraphInputConfig | SelectInputConfig]]` is not assignable to parameter `model_class` with type `type[Any]` in function `_validate_legacy_json` [bad-argument-type]
-  --> tests/unit_tests/core/workflow/test_form_input_serialization_compat.py:94:38
+  --> tests/unit_tests/core/workflow/test_form_input_serialization_compat.py:95:38
 ERROR Argument `SimpleNamespace` is not assignable to parameter `variable_pool` with type `VariablePool | None` in function `core.workflow.human_input_adapter.EmailDeliveryConfig.render_body_template` [bad-argument-type]
   --> tests/unit_tests/core/workflow/test_human_input_adapter.py:31:23
 ERROR Object of class `_InteractiveSurfaceDeliveryConfig` has no attribute `recipients` [missing-attribute]
@@ -6182,6 +6204,31 @@
    --> tests/unit_tests/core/workflow/test_human_input_adapter.py:367:35
 ERROR Argument `Literal[123]` is not assignable to parameter `node_config` with type `BaseModel | Mapping[str, Any]` in function `core.workflow.human_input_adapter.adapt_node_config_for_graph` [bad-argument-type]
    --> tests/unit_tests/core/workflow/test_human_input_adapter.py:372:37
+ERROR Argument `_Context` is not assignable to parameter `ctx` with type `HITLContext` in function `core.workflow.nodes.human_input.callback.DifyHITLCallback.__call__` [bad-argument-type]
+  --> tests/unit_tests/core/workflow/test_human_input_callback.py:54:25
+ERROR Argument `_Context` is not assignable to parameter `ctx` with type `HITLContext` in function `core.workflow.nodes.human_input.callback.DifyHITLCallback.__call__` [bad-argument-type]
+  --> tests/unit_tests/core/workflow/test_human_input_callback.py:83:25
+ERROR Object of class `PauseRequested` has no attribute `selected_handle` [missing-attribute]
+  --> tests/unit_tests/core/workflow/test_human_input_callback.py:85:12
+ERROR Object of class `Expired` has no attribute `inputs`
+ERROR Object of class `PauseRequested` has no attribute `outputs` [missing-attribute]
+  --> tests/unit_tests/core/workflow/test_human_input_callback.py:87:12
+ERROR Argument `_Context` is not assignable to parameter `ctx` with type `HITLContext` in function `core.workflow.nodes.human_input.callback.DifyHITLCallback.__call__` [bad-argument-type]
+   --> tests/unit_tests/core/workflow/test_human_input_callback.py:112:25
+ERROR Object of class `PauseRequested` has no attribute `selected_handle` [missing-attribute]
+   --> tests/unit_tests/core/workflow/test_human_input_callback.py:114:12
+ERROR Object of class `PauseRequested` has no attribute `outputs` [missing-attribute]
+   --> tests/unit_tests/core/workflow/test_human_input_callback.py:115:12
+ERROR Argument `_Context` is not assignable to parameter `ctx` with type `HITLContext` in function `core.workflow.nodes.human_input.callback.DifyHITLCallback.__call__` [bad-argument-type]
+   --> tests/unit_tests/core/workflow/test_human_input_callback.py:139:25
+ERROR Object of class `PauseRequested` has no attribute `selected_handle` [missing-attribute]
+   --> tests/unit_tests/core/workflow/test_human_input_callback.py:141:12
+ERROR Object of class `PauseRequested` has no attribute `outputs` [missing-attribute]
+   --> tests/unit_tests/core/workflow/test_human_input_callback.py:142:12
+ERROR Argument `_Context` is not assignable to parameter `ctx` with type `HITLContext` in function `core.workflow.nodes.human_input.callback.DifyHITLCallback.__call__` [bad-argument-type]
+   --> tests/unit_tests/core/workflow/test_human_input_callback.py:167:18
+ERROR Argument `_Context` is not assignable to parameter `ctx` with type `HITLContext` in function `core.workflow.nodes.human_input.callback.DifyHITLCallback.__call__` [bad-argument-type]
+   --> tests/unit_tests/core/workflow/test_human_input_callback.py:188:18
 ERROR Argument `_FakeSession` is not assignable to parameter `session` with type `Session | None` in function `core.workflow.human_input_forms.load_form_tokens_by_form_id` [bad-argument-type]
   --> tests/unit_tests/core/workflow/test_human_input_forms.py:47:60
 ERROR Argument `_FakeSession` is not assignable to parameter `session` with type `Session | None` in function `core.workflow.human_input_forms.load_form_tokens_by_form_id` [bad-argument-type]
@@ -6220,18 +6267,16 @@
    --> tests/unit_tests/core/workflow/test_node_factory.py:486:39
 ERROR `SimpleNamespace` is not assignable to attribute `_dify_context` with type `DifyRunContext` [bad-assignment]
    --> tests/unit_tests/core/workflow/test_node_factory.py:487:33
-ERROR `form_repository` may be uninitialized [unbound-name]
-   --> tests/unit_tests/core/workflow/test_node_factory.py:633:49
 ERROR Argument `SimpleNamespace` is not assignable to parameter `node_data` with type `LLMNodeData | ParameterExtractorNodeData | QuestionClassifierNodeData` in function `core.workflow.node_factory.DifyNodeFactory._wrap_model_instance_for_node` [bad-argument-type]
-   --> tests/unit_tests/core/workflow/test_node_factory.py:789:23
+   --> tests/unit_tests/core/workflow/test_node_factory.py:780:23
 ERROR Argument `_ModelInstanceStub` is not assignable to parameter `model_instance` with type `ModelInstance` in function `core.workflow.node_factory.DifyNodeFactory._wrap_model_instance_for_node` [bad-argument-type]
-   --> tests/unit_tests/core/workflow/test_node_factory.py:790:28
+   --> tests/unit_tests/core/workflow/test_node_factory.py:781:28
 ERROR `SimpleNamespace` is not assignable to attribute `graph_runtime_state` with type `GraphRuntimeState` [bad-assignment]
-    --> tests/unit_tests/core/workflow/test_node_factory.py:1007:39
+   --> tests/unit_tests/core/workflow/test_node_factory.py:998:39
 ERROR `SimpleNamespace` is not assignable to attribute `_dify_context` with type `DifyRunContext` [bad-assignment]
-    --> tests/unit_tests/core/workflow/test_node_factory.py:1137:33
+    --> tests/unit_tests/core/workflow/test_node_factory.py:1128:33
 ERROR `SimpleNamespace` is not assignable to attribute `graph_runtime_state` with type `GraphRuntimeState` [bad-assignment]
-    --> tests/unit_tests/core/workflow/test_node_factory.py:1138:39
+    --> tests/unit_tests/core/workflow/test_node_factory.py:1129:39
 ERROR `object | None` is not assignable to attribute `model_runtime` with type `LLMModelRuntime` [bad-assignment]
   --> tests/unit_tests/core/workflow/test_node_runtime.py:68:30
 ERROR Class member `_ModelTypeInstanceStub.get_model_schema` overrides parent class `LargeLanguageModel` in an inconsistent manner [bad-override-param-name]
@@ -6613,17 +6658,19 @@
 ERROR Class member `TestVolcengineTos.setup_method` overrides a member in a parent class but is missing an `@override` decorator [missing-override-decorator]
   --> tests/unit_tests/oss/volcengine_tos/test_volcengine_tos.py:17:9
 ERROR Argument `SimpleNamespace` is not assignable to parameter `reason_model` with type `WorkflowPauseReason` in function `repositories.sqlalchemy_api_workflow_run_repository._build_human_input_required_reason` [bad-argument-type]
-  --> tests/unit_tests/repositories/test_sqlalchemy_api_workflow_run_repository.py:38:9
+  --> tests/unit_tests/repositories/test_sqlalchemy_api_workflow_run_repository.py:45:9
 ERROR Argument `SimpleNamespace` is not assignable to parameter `form_model` with type `HumanInputForm | None` in function `repositories.sqlalchemy_api_workflow_run_repository._build_human_input_required_reason` [bad-argument-type]
-  --> tests/unit_tests/repositories/test_sqlalchemy_api_workflow_run_repository.py:39:9
+  --> tests/unit_tests/repositories/test_sqlalchemy_api_workflow_run_repository.py:46:9
 ERROR Argument `list[SimpleNamespace]` is not assignable to parameter `recipients` with type `Sequence[HumanInputFormRecipient]` in function `repositories.sqlalchemy_api_workflow_run_repository._build_human_input_required_reason` [bad-argument-type]
-  --> tests/unit_tests/repositories/test_sqlalchemy_api_workflow_run_repository.py:40:9
+  --> tests/unit_tests/repositories/test_sqlalchemy_api_workflow_run_repository.py:47:9
 ERROR Argument `SimpleNamespace` is not assignable to parameter `reason_model` with type `WorkflowPauseReason` in function `repositories.sqlalchemy_api_workflow_run_repository._build_human_input_required_reason` [bad-argument-type]
-  --> tests/unit_tests/repositories/test_sqlalchemy_api_workflow_run_repository.py:54:9
+  --> tests/unit_tests/repositories/test_sqlalchemy_api_workflow_run_repository.py:62:9
 ERROR Argument `SimpleNamespace` is not assignable to parameter `form_model` with type `HumanInputForm | None` in function `repositories.sqlalchemy_api_workflow_run_repository._build_human_input_required_reason` [bad-argument-type]
-  --> tests/unit_tests/repositories/test_sqlalchemy_api_workflow_run_repository.py:55:9
+  --> tests/unit_tests/repositories/test_sqlalchemy_api_workflow_run_repository.py:63:9
 ERROR Argument `list[SimpleNamespace]` is not assignable to parameter `recipients` with type `Sequence[HumanInputFormRecipient]` in function `repositories.sqlalchemy_api_workflow_run_repository._build_human_input_required_reason` [bad-argument-type]
-  --> tests/unit_tests/repositories/test_sqlalchemy_api_workflow_run_repository.py:56:9
+  --> tests/unit_tests/repositories/test_sqlalchemy_api_workflow_run_repository.py:64:9
+ERROR Argument `SimpleNamespace` is not assignable to parameter `pause_model` with type `WorkflowPause` in function `repositories.sqlalchemy_api_workflow_run_repository._PrivateWorkflowPauseEntity.__init__` [bad-argument-type]
+   --> tests/unit_tests/repositories/test_sqlalchemy_api_workflow_run_repository.py:121:21
 ERROR Argument `SimpleNamespace` is not assignable to parameter `binding` with type `WorkflowAgentNodeBinding` in function `services.agent.composer_service.AgentComposerService._workflow_inline_debug_conversation_id` [bad-argument-type]
    --> tests/unit_tests/services/agent/test_agent_services.py:257:17
 ERROR Argument `SimpleNamespace` is not assignable to parameter `agent` with type `Agent | None` in function `services.agent.composer_service.AgentComposerService._workflow_inline_debug_conversation_id` [bad-argument-type]
@@ -7618,12 +7665,10 @@
    --> tests/unit_tests/services/test_workflow_run_service.py:132:103
 ERROR Argument `dict[str, dict[str, str | dict[str, str]] | str]` is not assignable to parameter `object` with type `dict[str, dict[str, list[Unknown] | str] | str]` in function `list.append` [bad-argument-type]
    --> tests/unit_tests/services/test_workflow_service.py:225:13
-ERROR Missing required key `id` for TypedDict `NodeConfigDict` [bad-typed-dict-key]
-    --> tests/unit_tests/services/test_workflow_service.py:2848:71
-ERROR Missing required key `data` for TypedDict `NodeConfigDict` [bad-typed-dict-key]
-    --> tests/unit_tests/services/test_workflow_service.py:2848:71
+ERROR `dict[@_, @_]` is not assignable to TypedDict key `data` with type `BaseNodeData` [bad-typed-dict-key]
+    --> tests/unit_tests/services/test_workflow_service.py:2852:54
 ERROR Argument `dict[str, str | dict[str, str]]` is not assignable to parameter `node_config` with type `NodeConfigDict` in function `services.workflow_service.WorkflowService._build_human_input_node_for_debugging` [bad-argument-type]
-    --> tests/unit_tests/services/test_workflow_service.py:2936:65
+    --> tests/unit_tests/services/test_workflow_service.py:2931:65
 ERROR Argument `Literal['api_key']` is not assignable to parameter `credential_type` with type `CredentialType` in function `services.tools.builtin_tools_manage_service.BuiltinToolManageService.list_builtin_provider_credentials_schema` [bad-argument-type]
   --> tests/unit_tests/services/tools/test_builtin_tools_manage_service.py:91:89
 ERROR Object of class `Mapping` has no attribute `startswith` [missing-attribute]

[github-actions]

Pyrefly Type Coverage

Metric	Base	PR	Delta
Type coverage	51.85%	51.94%	+0.08%
Strict coverage	51.37%	51.46%	+0.09%
Typed symbols	31,521	31,633	+112
Untyped symbols	29,542	29,546	+4
Modules	2951	2961	+10

[dosubot]

📄 Knowledge review

✏️ Documentation updates

1 page was updated by changes in this PR.

Page	Library	Status
Dify Agent Server 模块分析 (Commit 55f95dbc)	dify	✅ Updated

📝 Dify Agent Server 模块分析 (Commit 55f95db) — changes

@@ -80,6 +80,53 @@
 ```
 
 这一设计标志着 Dify 从**单体同步执行模型**向**异步微服务化 Agent 执行**的架构演进。
+
+## graphon 升级与 HITL 逻辑迁移
+
+**PR #38247** 将 graphon 依赖从 **0.5.3** 升级至 **0.6.0**，并将 Human-in-the-Loop（HITL）表单定义和验证逻辑从 graphon 迁移回 Dify。graphon v0.6.0 保留了最小 HITL 回调契约（`HITLContext`、`HITLDecision`、`PauseRequested`、`Completed`、`Expired`），而 Dify 现在拥有工作流专用的表单 schema、字段类型（Paragraph、Select、File、FileList）、超时语义和 `DifyHITLCallback` 实现。这一重构明确了架构边界：graphon 提供通用暂停/恢复基础设施，Dify 管理具体的人工输入表单业务逻辑。
+
+### HITL 逻辑迁移详情
+
+新增模块 `api/core/workflow/nodes/human_input/` 包含 Dify 拥有的 HITL 实现：
+
+- **`entities.py`** (374 行)：表单 schema 定义，包括 `HumanInputNodeData`、`FormInputConfig` 类型（`ParagraphInputConfig`、`SelectInputConfig`、`FileInputConfig`、`FileListInputConfig`）、`UserActionConfig`、`FormDefinition`，以及 `validate_human_input_submission` 验证函数
+- **`callback.py`** (329 行)：`DifyHITLCallback` 类，桥接 Dify 人工输入语义到 graphon HITL 决策。该回调处理表单创建、状态规范化、超时判断、提交数据恢复和占位符渲染
+- **`enums.py`**：`FormInputType`、`HumanInputFormStatus`（WAITING、EXPIRED、SUBMITTED、TIMEOUT）、`ButtonStyle`、`TimeoutUnit`、`ValueSourceType`
+- **`pause_reason.py`**：Dify 的 `HumanInputRequired` 暂停原因和 `DifyHITLEventType`
+- **`boundary.py`**、**`session_binding.py`**、**`_exc.py`**：边界协议、会话绑定和异常定义
+
+### 超时语义变更
+
+新的超时处理区分**节点级超时**和**全局过期**：
+
+- `HumanInputFormStatus.TIMEOUT`：节点级超时到达，通过 `Expired(selected_handle="__timeout__")` 返回 graphon 超时分支
+- `HumanInputFormStatus.EXPIRED`：全局过期（由 `HUMAN_INPUT_GLOBAL_TIMEOUT_SECONDS` 控制），视为无效恢复状态，抛出 `AssertionError`
+- `HumanInputFormStatus.WAITING` 且全局截止时间已过：同样视为无效，抛出 `AssertionError`
+- `HumanInputFormStatus.WAITING` 且仅节点级截止时间已过：仍返回超时分支
+
+`HumanInputFormEntity` 新增 `created_at` 属性，用于计算全局截止时间（`created_at + HUMAN_INPUT_GLOBAL_TIMEOUT_SECONDS`）。
+
+### Agent V2 节点集成
+
+Agent v2 节点现已集成新的 Dify 拥有的 HITL 实体和回调：
+
+- `api/core/workflow/nodes/agent_v2/agent_node.py`：使用 `DifyHITLCallback` 构建人工输入暂停，通过 `default_session_binding` 转换暂停原因为 graphon `HitlRequired`
+- `api/core/workflow/nodes/agent_v2/ask_human_hitl.py` 和 `ask_human_resume.py`：与新的 `HumanInputRequired` 暂停原因和表单实体协作
+
+### Repository 和 Service 层变更
+
+- **`human_input_repository.py`**：增强 `HumanInputFormEntity` 协议（新增 `created_at` 属性），新增 `get_by_form_id()` 方法（17 行新增）
+- **`workflow_service.py`**：重构调试人工输入节点构建逻辑（66 行新增、40 行删除），现使用 `_DebugHumanInputNode` 数据类和 `DifyHITLCallback` 的静态渲染方法
+- **`pause_state_persist_layer.py`**：更新以支持新的暂停状态处理（11 行新增）
+
+### Node Factory 和 Runtime 更新
+
+- **`node_factory.py`**：`create_node` 方法现为 `BuiltinNodeTypes.HUMAN_INPUT` 实例化 `DifyHITLCallback`，并传递表单仓库、节点数据、对话 ID、投递方法、显示标志和文件引用工厂（19 行新增）
+- **`node_runtime.py`**：修改以使用新的暂停/恢复语义（15 行新增、17 行删除）
+
+### 架构意义
+
+此变更实现了更清晰的架构边界：graphon 保留通用的 HITL 决策协议（`PauseRequested`、`Completed`、`Expired`），而 Dify 拥有工作流特定的表单定义、验证规则、超时语义和兼容性载荷形状。这种分离使 graphon 保持轻量级和通用，同时给予 Dify 对人工输入节点业务逻辑的完全控制。
 
 ## 核心架构设计
 

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