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| 1 | +# -*- coding: utf-8 -*- |
| 2 | +""" |
| 3 | +task_grouping - Task Grouping |
| 4 | +
|
| 5 | +---- |
| 6 | +
|
| 7 | +
|
| 8 | +
|
| 9 | +| |
| 10 | +
|
| 11 | +| Homepage and documentation: https://github.com/DataBooster/PyWebApi |
| 12 | +| Copyright (c) 2020 Abel Cheng |
| 13 | +| License: MIT |
| 14 | +""" |
| 15 | + |
| 16 | +from abc import ABCMeta, abstractmethod |
| 17 | +from typing import Union, List, Dict, Tuple, Callable, Any |
| 18 | +from concurrent.futures import ThreadPoolExecutor, as_completed |
| 19 | + |
| 20 | + |
| 21 | +class TaskContainer(object): |
| 22 | + |
| 23 | + def __init__(self, func:Callable, merge_fn:Callable[[Dict[str, Any], Dict[str, Any]], Dict[str, Any]], thread_pool:ThreadPoolExecutor, **kwargs): |
| 24 | + self.task_group : List[TaskContainer] = kwargs.get('task_group', None) |
| 25 | + self.parallel : bool = kwargs.get('parallel', False) |
| 26 | + self.thread_pool = thread_pool |
| 27 | + self.timeout : float = kwargs.get('timeout', None) |
| 28 | + |
| 29 | + self.func = func |
| 30 | + self.pos_args : Tuple = kwargs.get('pos_args', ()) |
| 31 | + self.kw_args : Dict = kwargs.get('kw_args', {}) |
| 32 | + |
| 33 | + self.merge_fn = merge_fn |
| 34 | + |
| 35 | + self.check_group() |
| 36 | + |
| 37 | + |
| 38 | + def check_group(self): |
| 39 | + if self.task_group: |
| 40 | + for t in self.task_group: |
| 41 | + self._check_task_type(t) |
| 42 | + t.check_group() |
| 43 | + |
| 44 | + |
| 45 | + def run(self, pipeargs:dict={}): |
| 46 | + if self.task_group is None: |
| 47 | + return self._single_run(pipeargs) |
| 48 | + else: |
| 49 | + if self.parallel and self.thread_pool and self.task_group and len(self.task_group) > 1: |
| 50 | + return self._parallel_run(pipeargs) |
| 51 | + else: |
| 52 | + return self._serial_run(pipeargs) |
| 53 | + |
| 54 | + |
| 55 | + def _pipe_in(self, pipeargs:Union[Dict, List[Dict]]={}) -> Dict: |
| 56 | + if pipeargs: |
| 57 | + if isinstance(pipeargs, dict): |
| 58 | + return pipeargs |
| 59 | + |
| 60 | + if isinstance(pipeargs, iterable): |
| 61 | + pipe_args = {} |
| 62 | + for p in pipeargs: |
| 63 | + d = self._pipe_in(p) |
| 64 | + if d: |
| 65 | + pipe_args.update(d) |
| 66 | + return pipe_args |
| 67 | + |
| 68 | + return {} |
| 69 | + |
| 70 | + |
| 71 | + def _single_run(self, pipeargs:dict={}): |
| 72 | + if self.func: |
| 73 | + if self.pos_args is None: |
| 74 | + self.pos_args = () |
| 75 | + |
| 76 | + if self.kw_args is None: |
| 77 | + self.kw_args = {} |
| 78 | + |
| 79 | + pipe_args = self._pipe_in(pipeargs) |
| 80 | + if pipe_args and self.merge_fn: |
| 81 | + kw_args = self.merge_fn(self.kw_args, pipe_args) |
| 82 | + else: |
| 83 | + kw_args = self.kw_args |
| 84 | + |
| 85 | + return self.func(*self.pos_args, **kw_args) |
| 86 | + else: |
| 87 | + return None |
| 88 | + |
| 89 | + |
| 90 | + def _check_task_type(self, task): |
| 91 | + if not isinstance(task, TaskContainer): |
| 92 | + raise TypeError("each task context must be an instance of the TaskContainer class") |
| 93 | + |
| 94 | + |
| 95 | + def _serial_run(self, pipeargs:dict={}): |
| 96 | + serial_results = [] |
| 97 | + |
| 98 | + for task in self.task_group: |
| 99 | + self._check_task_type(task) |
| 100 | + pipeargs = result = task.run(pipeargs) |
| 101 | + serial_results.append(result) |
| 102 | + |
| 103 | + return serial_results |
| 104 | + |
| 105 | + |
| 106 | + def _parallel_run(self, pipeargs:dict={}): |
| 107 | + task_list = [] |
| 108 | + |
| 109 | + for task in self.task_group: |
| 110 | + self._check_task_type(task) |
| 111 | + task_list.append(self.thread_pool.submit(task.run, pipeargs)) |
| 112 | + |
| 113 | + parallel_results = [] |
| 114 | + for future in as_completed(task_list, self.timeout): |
| 115 | + parallel_results.append(future.result()) |
| 116 | + |
| 117 | + return parallel_results |
| 118 | + |
| 119 | + |
| 120 | + |
| 121 | +class ITaskLoader(metaclass=ABCMeta): |
| 122 | + |
| 123 | + @abstractmethod |
| 124 | + def create_base_container(self) -> TaskContainer: |
| 125 | + pass |
| 126 | + |
| 127 | + |
| 128 | + def create_single_task(self, *args, **kwargs) -> TaskContainer: |
| 129 | + task = create_base_container() |
| 130 | + task.pos_args = args |
| 131 | + task.kw_args = kwargs |
| 132 | + task.parallel = False |
| 133 | + task.thread_pool = None |
| 134 | + |
| 135 | + return task |
| 136 | + |
| 137 | + |
| 138 | + def _create_group_task(self, task_group:List[TaskContainer]) -> TaskContainer: |
| 139 | + if not task_group: |
| 140 | + raise ValueError("the task_group cannot be empty") |
| 141 | + |
| 142 | + task = create_base_container() |
| 143 | + task.task_group = task_group |
| 144 | + task.func = None |
| 145 | + |
| 146 | + task.check_group() |
| 147 | + return task |
| 148 | + |
| 149 | + |
| 150 | + def create_serial_group(self, task_group:List[TaskContainer]) -> TaskContainer: |
| 151 | + task = self._create_group_task(task_group) |
| 152 | + task.parallel = False |
| 153 | + return task |
| 154 | + |
| 155 | + |
| 156 | + def create_parallel_group(self, task_group:List[TaskContainer], timeout:float=None) -> TaskContainer: |
| 157 | + task = self._create_group_task(task_group) |
| 158 | + task.parallel = True if len(task_group) > 1 else False |
| 159 | + task.timeout = timeout |
| 160 | + return task |
| 161 | + |
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