|
1 |
| -from datetime import datetime |
| 1 | +from azure.durable_functions.models.actions.NoOpAction import NoOpAction |
| 2 | +from azure.durable_functions.models.actions.CompoundAction import CompoundAction |
| 3 | +from azure.durable_functions.models.RetryOptions import RetryOptions |
| 4 | +from azure.durable_functions.models.ReplaySchema import ReplaySchema |
| 5 | +from azure.durable_functions.models.actions.Action import Action |
| 6 | +from azure.durable_functions.models.actions.WhenAnyAction import WhenAnyAction |
| 7 | +from azure.durable_functions.models.actions.WhenAllAction import WhenAllAction |
2 | 8 |
|
3 |
| -from .actions.Action import Action |
| 9 | +import enum |
| 10 | +from typing import Any, List, Optional, Set, Type, Union |
4 | 11 |
|
5 | 12 |
|
6 |
| -class Task: |
7 |
| - """Represents some pending action. |
| 13 | +class TaskState(enum.Enum): |
| 14 | + """The possible states that a Task can be in.""" |
8 | 15 |
|
9 |
| - Similar to a native JavaScript promise in |
10 |
| - that it acts as a placeholder for outstanding asynchronous work, but has |
11 |
| - a synchronous implementation and is specific to Durable Functions. |
| 16 | + RUNNING = 0 |
| 17 | + SUCCEEDED = 1 |
| 18 | + FAILED = 2 |
12 | 19 |
|
13 |
| - Tasks are only returned to an orchestration function when a |
14 |
| - [[DurableOrchestrationContext]] operation is not called with `yield`. They |
15 |
| - are useful for parallelization and timeout operations in conjunction with |
16 |
| - Task.all and Task.any. |
| 20 | + |
| 21 | +class TaskBase: |
| 22 | + """The base class of all Tasks. |
| 23 | +
|
| 24 | + Contains shared logic that drives all of its sub-classes. Should never be |
| 25 | + instantiated on its own. |
17 | 26 | """
|
18 | 27 |
|
19 |
| - def __init__(self, is_completed, is_faulted, action, |
20 |
| - result=None, timestamp=None, id_=None, exc=None, is_played=False): |
21 |
| - self._is_completed: bool = is_completed |
22 |
| - self._is_faulted: bool = is_faulted |
23 |
| - self._action: Action = action |
24 |
| - self._result = result |
25 |
| - self._timestamp: datetime = timestamp |
26 |
| - self._id = id_ |
27 |
| - self._exception = exc |
28 |
| - self._is_played = is_played |
29 |
| - self._is_yielded: bool = False |
30 |
| - |
31 |
| - @property |
32 |
| - def is_completed(self) -> bool: |
33 |
| - """Get indicator whether the task has completed. |
34 |
| -
|
35 |
| - Note that completion is not equivalent to success. |
| 28 | + def __init__(self, id_: Union[int, str], actions: Union[List[Action], Action]): |
| 29 | + """Initialize the TaskBase. |
| 30 | +
|
| 31 | + Parameters |
| 32 | + ---------- |
| 33 | + id_ : int |
| 34 | + An ID for the task |
| 35 | + actions : List[Any] |
| 36 | + The list of DF actions representing this Task. |
| 37 | + Needed for reconstruction in the extension. |
36 | 38 | """
|
37 |
| - return self._is_completed |
| 39 | + self.id: Union[int, str] = id_ |
| 40 | + self.state = TaskState.RUNNING |
| 41 | + self.parent: Optional[CompoundTask] = None |
| 42 | + self._api_name: str |
| 43 | + |
| 44 | + api_action: Union[Action, Type[CompoundAction]] |
| 45 | + if isinstance(actions, list): |
| 46 | + if len(actions) == 1: |
| 47 | + api_action = actions[0] |
| 48 | + else: |
| 49 | + api_action = CompoundAction |
| 50 | + else: |
| 51 | + api_action = actions |
38 | 52 |
|
39 |
| - @property |
40 |
| - def is_faulted(self) -> bool: |
41 |
| - """Get indicator whether the task faulted in some way due to error.""" |
42 |
| - return self._is_faulted |
| 53 | + self._api_name = api_action.__class__.__name__ |
43 | 54 |
|
44 |
| - @property |
45 |
| - def action(self) -> Action: |
46 |
| - """Get the scheduled action represented by the task. |
| 55 | + self.result: Any = None |
| 56 | + self.action_repr: Union[List[Action], Action] = actions |
| 57 | + self.is_played = False |
47 | 58 |
|
48 |
| - _Internal use only._ |
| 59 | + def set_is_played(self, is_played: bool): |
| 60 | + """Set the is_played flag for the Task. |
| 61 | +
|
| 62 | + Needed for updating the orchestrator's is_replaying flag. |
| 63 | +
|
| 64 | + Parameters |
| 65 | + ---------- |
| 66 | + is_played : bool |
| 67 | + Whether the latest event for this Task has been played before. |
49 | 68 | """
|
50 |
| - return self._action |
| 69 | + self.is_played = is_played |
| 70 | + |
| 71 | + def change_state(self, state: TaskState): |
| 72 | + """Transition a running Task to a terminal state: success or failure. |
51 | 73 |
|
52 |
| - @property |
53 |
| - def result(self) -> object: |
54 |
| - """Get the result of the task, if completed. Otherwise `None`.""" |
55 |
| - return self._result |
| 74 | + Parameters |
| 75 | + ---------- |
| 76 | + state : TaskState |
| 77 | + The terminal state to assign to this Task |
56 | 78 |
|
57 |
| - @property |
58 |
| - def timestamp(self) -> datetime: |
59 |
| - """Get the timestamp of the task.""" |
60 |
| - return self._timestamp |
| 79 | + Raises |
| 80 | + ------ |
| 81 | + Exception |
| 82 | + When the input state is RUNNING |
| 83 | + """ |
| 84 | + if state is TaskState.RUNNING: |
| 85 | + raise Exception("Cannot change Task to the RUNNING state.") |
| 86 | + self.state = state |
| 87 | + |
| 88 | + def set_value(self, is_error: bool, value: Any): |
| 89 | + """Set the value of this Task: either an exception of a result. |
61 | 90 |
|
62 |
| - @property |
63 |
| - def id(self): |
64 |
| - """Get the ID number of the task. |
| 91 | + Parameters |
| 92 | + ---------- |
| 93 | + is_error : bool |
| 94 | + Whether the value represents an exception of a result. |
| 95 | + value : Any |
| 96 | + The value of this Task |
65 | 97 |
|
66 |
| - _Internal use only._ |
| 98 | + Raises |
| 99 | + ------ |
| 100 | + Exception |
| 101 | + When the Task failed but its value was not an Exception |
67 | 102 | """
|
68 |
| - return self._id |
| 103 | + new_state = self.state |
| 104 | + if is_error: |
| 105 | + if not isinstance(value, Exception): |
| 106 | + if not (isinstance(value, TaskBase) and isinstance(value.result, Exception)): |
| 107 | + err_message = f"Task ID {self.id} failed but it's value was not an Exception" |
| 108 | + raise Exception(err_message) |
| 109 | + new_state = TaskState.FAILED |
| 110 | + else: |
| 111 | + new_state = TaskState.SUCCEEDED |
| 112 | + self.change_state(new_state) |
| 113 | + self.result = value |
| 114 | + self.propagate() |
| 115 | + |
| 116 | + def propagate(self): |
| 117 | + """Notify parent Task of this Task's state change.""" |
| 118 | + has_completed = not (self.state is TaskState.RUNNING) |
| 119 | + has_parent = not (self.parent is None) |
| 120 | + if has_completed and has_parent: |
| 121 | + self.parent.handle_completion(self) |
| 122 | + |
| 123 | + |
| 124 | +class CompoundTask(TaskBase): |
| 125 | + """A Task of Tasks. |
| 126 | +
|
| 127 | + Contains shared logic that drives all of its sub-classes. |
| 128 | + Should never be instantiated on its own. |
| 129 | + """ |
69 | 130 |
|
70 |
| - @property |
71 |
| - def exception(self): |
72 |
| - """Get the error thrown when attempting to perform the task's action. |
| 131 | + def __init__(self, tasks: List[TaskBase], compound_action_constructor=None): |
| 132 | + """Instantiate CompoundTask attributes. |
73 | 133 |
|
74 |
| - If the Task has not yet completed or has completed successfully, `None` |
| 134 | + Parameters |
| 135 | + ---------- |
| 136 | + tasks : List[Task] |
| 137 | + The children/sub-tasks of this Task |
| 138 | + compound_action_constructor : Union[WhenAllAction, WhenAnyAction, None] |
| 139 | + Either None or, a WhenAllAction or WhenAnyAction constructor. |
| 140 | + It is None when using the V1 replay protocol, where no Compound Action |
| 141 | + objects size and compound actions are represented as arrays of actions. |
| 142 | + It is not None when using the V2 replay protocol. |
75 | 143 | """
|
76 |
| - return self._exception |
| 144 | + super().__init__(-1, []) |
| 145 | + child_actions = [] |
| 146 | + for task in tasks: |
| 147 | + task.parent = self |
| 148 | + action_repr = task.action_repr |
| 149 | + if isinstance(action_repr, list): |
| 150 | + child_actions.extend(action_repr) |
| 151 | + else: |
| 152 | + child_actions.append(action_repr) |
| 153 | + if compound_action_constructor is None: |
| 154 | + self.action_repr = child_actions |
| 155 | + else: # replay_schema is ReplaySchema.V2 |
| 156 | + self.action_repr = compound_action_constructor(child_actions) |
| 157 | + self._first_error: Optional[Exception] = None |
| 158 | + self.pending_tasks: Set[TaskBase] = set(tasks) |
| 159 | + self.completed_tasks: List[TaskBase] = [] |
| 160 | + self.children = tasks |
| 161 | + |
| 162 | + def handle_completion(self, child: TaskBase): |
| 163 | + """Manage sub-task completion events. |
| 164 | +
|
| 165 | + Parameters |
| 166 | + ---------- |
| 167 | + child : TaskBase |
| 168 | + The sub-task that completed |
| 169 | +
|
| 170 | + Raises |
| 171 | + ------ |
| 172 | + Exception |
| 173 | + When the calling sub-task was not registered |
| 174 | + with this Task's pending sub-tasks. |
| 175 | + """ |
| 176 | + try: |
| 177 | + self.pending_tasks.remove(child) |
| 178 | + except KeyError: |
| 179 | + raise Exception( |
| 180 | + f"Parent Task {self.id} does not have pending sub-task with ID {child.id}." |
| 181 | + f"This most likely means that Task {child.id} completed twice.") |
| 182 | + |
| 183 | + self.completed_tasks.append(child) |
| 184 | + self.set_is_played(child.is_played) |
| 185 | + self.try_set_value(child) |
| 186 | + |
| 187 | + def try_set_value(self, child: TaskBase): |
| 188 | + """Transition a CompoundTask to a terminal state and set its value. |
| 189 | +
|
| 190 | + Should be implemented by sub-classes. |
| 191 | +
|
| 192 | + Parameters |
| 193 | + ---------- |
| 194 | + child : TaskBase |
| 195 | + A sub-task that just completed |
| 196 | +
|
| 197 | + Raises |
| 198 | + ------ |
| 199 | + NotImplementedError |
| 200 | + This method needs to be implemented by each subclass. |
| 201 | + """ |
| 202 | + raise NotImplementedError |
| 203 | + |
| 204 | + |
| 205 | +class AtomicTask(TaskBase): |
| 206 | + """A Task with no subtasks.""" |
| 207 | + |
| 208 | + pass |
| 209 | + |
| 210 | + |
| 211 | +class WhenAllTask(CompoundTask): |
| 212 | + """A Task representing `when_all` scenarios.""" |
| 213 | + |
| 214 | + def __init__(self, task: List[TaskBase], replay_schema: ReplaySchema): |
| 215 | + """Initialize a WhenAllTask. |
| 216 | +
|
| 217 | + Parameters |
| 218 | + ---------- |
| 219 | + task : List[Task] |
| 220 | + The list of child tasks |
| 221 | + replay_schema : ReplaySchema |
| 222 | + The ReplaySchema, which determines the inner action payload representation |
| 223 | + """ |
| 224 | + compound_action_constructor = None |
| 225 | + if replay_schema is ReplaySchema.V2: |
| 226 | + compound_action_constructor = WhenAllAction |
| 227 | + super().__init__(task, compound_action_constructor) |
| 228 | + |
| 229 | + def try_set_value(self, child: TaskBase): |
| 230 | + """Transition a WhenAll Task to a terminal state and set its value. |
| 231 | +
|
| 232 | + Parameters |
| 233 | + ---------- |
| 234 | + child : TaskBase |
| 235 | + A sub-task that just completed |
| 236 | + """ |
| 237 | + if child.state is TaskState.SUCCEEDED: |
| 238 | + # A WhenAll Task only completes when it has no pending tasks |
| 239 | + # i.e _when all_ of its children have completed |
| 240 | + if len(self.pending_tasks) == 0: |
| 241 | + results = list(map(lambda x: x.result, self.completed_tasks)) |
| 242 | + self.set_value(is_error=False, value=results) |
| 243 | + else: # child.state is TaskState.FAILED: |
| 244 | + # a single error is sufficient to fail this task |
| 245 | + if self._first_error is None: |
| 246 | + self._first_error = child.result |
| 247 | + self.set_value(is_error=True, value=self._first_error) |
| 248 | + |
| 249 | + |
| 250 | +class WhenAnyTask(CompoundTask): |
| 251 | + """A Task representing `when_any` scenarios.""" |
| 252 | + |
| 253 | + def __init__(self, task: List[TaskBase], replay_schema: ReplaySchema): |
| 254 | + """Initialize a WhenAnyTask. |
| 255 | +
|
| 256 | + Parameters |
| 257 | + ---------- |
| 258 | + task : List[Task] |
| 259 | + The list of child tasks |
| 260 | + replay_schema : ReplaySchema |
| 261 | + The ReplaySchema, which determines the inner action payload representation |
| 262 | + """ |
| 263 | + compound_action_constructor = None |
| 264 | + if replay_schema is ReplaySchema.V2: |
| 265 | + compound_action_constructor = WhenAnyAction |
| 266 | + super().__init__(task, compound_action_constructor) |
| 267 | + |
| 268 | + def try_set_value(self, child: TaskBase): |
| 269 | + """Transition a WhenAny Task to a terminal state and set its value. |
| 270 | +
|
| 271 | + Parameters |
| 272 | + ---------- |
| 273 | + child : TaskBase |
| 274 | + A sub-task that just completed |
| 275 | + """ |
| 276 | + if self.state is TaskState.RUNNING: |
| 277 | + self.set_value(is_error=False, value=child) |
| 278 | + |
| 279 | + |
| 280 | +class RetryAbleTask(WhenAllTask): |
| 281 | + """A Task representing `with_retry` scenarios. |
| 282 | +
|
| 283 | + It inherits from WhenAllTask because retryable scenarios are Tasks |
| 284 | + with equivalent to WhenAll Tasks with dynamically increasing lists |
| 285 | + of children. At every failure, we add a Timer child and a Task child |
| 286 | + to the list of pending tasks. |
| 287 | + """ |
| 288 | + |
| 289 | + def __init__(self, child: TaskBase, retry_options: RetryOptions, context): |
| 290 | + self.id_ = str(child.id) + "_retryable_proxy" |
| 291 | + tasks = [child] |
| 292 | + super().__init__(tasks, context._replay_schema) |
| 293 | + |
| 294 | + self.retry_options = retry_options |
| 295 | + self.num_attempts = 1 |
| 296 | + self.context = context |
| 297 | + self.actions = child.action_repr |
| 298 | + |
| 299 | + def try_set_value(self, child: TaskBase): |
| 300 | + """Transition a Retryable Task to a terminal state and set its value. |
| 301 | +
|
| 302 | + Parameters |
| 303 | + ---------- |
| 304 | + child : TaskBase |
| 305 | + A sub-task that just completed |
| 306 | + """ |
| 307 | + if child.state is TaskState.SUCCEEDED: |
| 308 | + if len(self.pending_tasks) == 0: |
| 309 | + # if all pending tasks have completed, |
| 310 | + # and we have a successful child, then |
| 311 | + # we can set the Task's event |
| 312 | + self.set_value(is_error=False, value=child.result) |
| 313 | + |
| 314 | + else: # child.state is TaskState.FAILED: |
| 315 | + if self.num_attempts >= self.retry_options.max_number_of_attempts: |
| 316 | + # we have reached the maximum number of attempts, set error |
| 317 | + self.set_value(is_error=True, value=child.result) |
| 318 | + else: |
| 319 | + # still have some retries left. |
| 320 | + # increase size of pending tasks by adding a timer task |
| 321 | + # and then re-scheduling the current task after that |
| 322 | + timer_task = self.context._generate_task(action=NoOpAction(), parent=self) |
| 323 | + self.pending_tasks.add(timer_task) |
| 324 | + self.context._add_to_open_tasks(timer_task) |
| 325 | + rescheduled_task = self.context._generate_task(action=NoOpAction(), parent=self) |
| 326 | + self.pending_tasks.add(rescheduled_task) |
| 327 | + self.context._add_to_open_tasks(rescheduled_task) |
| 328 | + self.num_attempts += 1 |
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